List_2

library(bigstep)
library(ggplot2)
library(glue)

Task 1

set.seed(2022)

N = 1000
m = 950
Sigma = 1 / sqrt(N)

generate_data <- function() {
  X = matrix(
    data=rnorm(n=N * m, mean=0, sd=Sigma), 
    nrow=N, 
    ncol=m,
  )
  
  Beta = rep(x=0, times=m)
  Beta[0: 5] = 3
  
  eps = rnorm(n=N, mean=0, sd=1)
  
  Y = X %*% Beta + eps
  return (list(X, Y))
}

AIC_unknown_sigma <- function(loglik, k) {
  return (-2 * loglik + 2 * k)
}

AIC_known_sigma <- function(loglik, k, n) {
  sigma_from_epsilon = 1
  return (n * exp(-2 * loglik / n) + 2 * k * sigma_from_epsilon)
}

Perform the following analysis using reduced models

run_multiple_tests <- function(
    N_TESTS, 
    debug=FALSE, 
    n_features = c(2, 5, 10, 100, 500, 950)
) {

  for (n in n_features) {
    
    cat('\n📊Performing ', N_TESTS, 'tests for', n, 'columns\n')
    
    PE_true = c()
    PE_real_sigma = c()
    PE_estimated_sigma = c()
    PE_CV = c()
    false_positives_known_sigma = c()
    false_positives_unknown_sigma = c()
    false_negatives_known_sigma = c()
    false_negatives_unknown_sigma = c()
    
    for (t in 1:N_TESTS) {
      new_data = generate_data()
      X = new_data[[1]]
      Y = new_data[[2]]
    
      for (n in n_features) {
        if(debug) {
          cat('\nTest for', n, ' columns\n')
          cat('Shape of X:', dim(X[, 1:n]), '\n')
        }
          
        model = lm(formula=Y ~ X[, 1:n])
        Theta = model $ coefficients  # least squares estimator of Beta from lm
        
        new_X = cbind(rep(x=1, times=N), X[, 1:n])
        Y_hat = new_X %*% Theta
        
        # a) Estimate β with the Least Squares method 
        #     and calculate residual sum of squares 
        #     and the true expected value of the prediction error
        
        RSS = sum((Y - Y_hat) ^ 2)
        if(debug) {
          cat('RSS = ', RSS, '\n')
        }
        
        # true expected value of the prediction error
        PE_0 = (1 / N) * (N - n) + N
        if(debug) {
          cat('PE = sigma^2(N - n) + N =', PE_0, '\n')
        }
        PE_true = c(PE_true, PE_0)
        
        # b) Use the residual sum of squares to estimate PE assuming that σ is known 
        #     and replacing σ with its regular unbiased estimator.
        
        MSE = RSS / (N - n)  # = estimated sigma ^ 2
        
        PE_1 = RSS + 2 * Sigma^2 * n
        PE_real_sigma = c(PE_real_sigma, PE_1)
        
        PE_2 = RSS + 2 * MSE * n
        PE_estimated_sigma = c(PE_estimated_sigma, PE_2)
        
        if(debug) {
          cat('PE using real Sigma = ', PE_1, '\n')
          cat('PE using estimated Sigma = ', PE_2, '\n')
        }
        
        # c) Estimate PE using leave-one-out crossvalidation 
        #     (do not perform analysis 1000 times but apply the formula for 
        #     leave-one-out cross-validation error provided in class).
        
        M = new_X %*% solve(t(new_X) %*% new_X) %*% t(new_X)
        CV = sum(((Y - Y_hat) / (1 - diag(M)))^2)
        # cat('estimated CV = ', CV, '\n')
        if(debug) {
          cat('estimated PE using CV = ', CV , '\n')
        }
        PE_CV = c(PE_CV, CV)
        
        # Select the optimal model using two versions of AIC: for known and unknown σ.
        optimal_model_known_sigma = fast_forward(
          data=prepare_data(Y, new_X), crit=AIC_known_sigma
        )
        optimal_model_unknown_sigma = fast_forward(
          data=prepare_data(Y, new_X), crit=AIC_unknown_sigma
        )
      
        chosen_features = optimal_model_unknown_sigma $ model
        if(debug) {
          cat('Optimal model unknown sigma: \n')
          print(length(chosen_features))
          print(chosen_features)
        }
        
        FP = 0
        TP = 0
        for(feature in chosen_features){
          coeff_integer = as.integer(gsub("`", "", feature))
          if(coeff_integer >= 1 & coeff_integer <= 5){
            # True positive
            TP = TP + 1
          }
          else{
            # False positive
            FP = FP + 1
          }
        }
        FN = 5 - TP
        
        false_positives_unknown_sigma = c(false_positives_unknown_sigma, FP)
        false_negatives_unknown_sigma = c(false_negatives_unknown_sigma, FN)
        
        chosen_features = optimal_model_known_sigma $ model
        if(debug) {
          cat('Optimal model known sigma:  \n')
          print(length(chosen_features))
          print(chosen_features)
        }
        
        FP = 0
        TP = 0
        for(feature in chosen_features){
          coeff_integer = as.integer(gsub("`", "", feature))
          if(coeff_integer >= 1 & coeff_integer <= 5){
            # True positive
            TP = TP + 1
          }
          else{
            # False positive
            FP = FP + 1
          }
        }
        FN = 5 - TP
        
        false_negatives_known_sigma = c(false_negatives_known_sigma, FN)
        false_positives_known_sigma = c(false_positives_known_sigma, FP)
      }
    }
    
    cat('\n📊Summary after ', N_TESTS, 'tests for', n, 'columns\n')
    
    # For each of the considered models compare the boxplots of PE 
    #   for three estimates of PE, mentioned above.
    
    cat('PE_true mean: ', mean(PE_true), '\n') 
    cat('PE_real_sigma mean: ', mean(PE_real_sigma), '\n') 
    cat('PE_estimated_sigma mean: ', mean(PE_estimated_sigma), '\n')
    cat('PE_CV mean: ', mean(PE_CV), '\n')
    
    
    # boxplot(
    #   PE_real_sigma - PE_true,
    #   main=glue(n, ' columns ', 'PÊ known σ - true PE')
    # )
    # 
    # boxplot(
    #   PE_estimated_sigma - PE_true,
    #   main=glue(n, ' columns ', 'PÊ unknown σ - true PE')
    # )
    # 
    # boxplot(
    #   PE_CV - PE_true,
    #   main=glue(n, ' columns ', 'PÊ using CV - true PE')
    # )

    # Provide histograms of the number of false negatives and false positives 
    #   produced by both versions of AIC (with known and unknown σ).
    
    hist(
      false_positives_known_sigma,
      main=glue(n, ' columns ', 'False Positives known sigma'),
      xlim=c(0, max(false_positives_known_sigma) + 1)
    )
    
    hist(
      false_positives_unknown_sigma,
      main=glue(n, ' columns ', 'False Positives unknown sigma'),
      xlim=c(0, max(false_positives_unknown_sigma) + 1)
    )

    hist(
      false_negatives_known_sigma,
      main=glue(n, ' columns ', 'False Negatives known sigma'),
      xlim=c(0, max(false_negatives_known_sigma) + 1)
    )
    
    hist(
      false_negatives_unknown_sigma,
      main=glue(n, ' columns ', 'False Negatives unknown sigma'),
      xlim=c(0, max(false_negatives_unknown_sigma) + 1)
    )
  }
}

run_multiple_tests(N_TESTS = 100, n_features=c(950))

## 
## 📊Performing  100 tests for 950 columns

## Starting the fast-forward, 0 variables, crit = 1006.64, MSE = 1.007.

## Variable 2 added with crit = 1006.62, MSE = 1.005.

## Variable 3 added with crit = 989.46, MSE = 0.985.

## Variable 4 added with crit = 983.8, MSE = 0.978.

## Variable 5 added with crit = 981.59, MSE = 0.974.

## Variable 6 added with crit = 978.51, MSE = 0.969.

## Variable 14 added with crit = 977.6, MSE = 0.966.

## Variable 22 added with crit = 977.03, MSE = 0.963.

## Variable 34 added with crit = 975.08, MSE = 0.959.

## Variable 41 added with crit = 974.11, MSE = 0.956.

## Variable 43 added with crit = 972.72, MSE = 0.953.

## Variable 45 added with crit = 972.37, MSE = 0.95.

## Variable 67 added with crit = 971.64, MSE = 0.948.

## Variable 69 added with crit = 971.23, MSE = 0.945.

## Variable 74 added with crit = 968.45, MSE = 0.94.

## Variable 77 added with crit = 964.74, MSE = 0.935.

## Variable 101 added with crit = 962.77, MSE = 0.931.

## Variable 102 added with crit = 961.24, MSE = 0.927.

## Variable 109 added with crit = 960.16, MSE = 0.924.

## Variable 112 added with crit = 959.2, MSE = 0.921.

## Variable 117 added with crit = 959.17, MSE = 0.919.

## Variable 121 added with crit = 959.06, MSE = 0.917.

## Variable 138 added with crit = 958.98, MSE = 0.915.

## Variable 143 added with crit = 957.98, MSE = 0.912.

## Variable 148 added with crit = 956.91, MSE = 0.909.

## Variable 160 added with crit = 956.64, MSE = 0.907.

## Variable 162 added with crit = 955.94, MSE = 0.904.

## Variable 166 added with crit = 955.25, MSE = 0.901.

## Variable 168 added with crit = 953.7, MSE = 0.898.

## Variable 170 added with crit = 950.38, MSE = 0.892.

## Variable 172 added with crit = 949.05, MSE = 0.889.

## Variable 175 added with crit = 949.01, MSE = 0.887.

## Variable 177 added with crit = 943.64, MSE = 0.88.

## Variable 181 added with crit = 943.43, MSE = 0.877.

## Variable 182 added with crit = 943.13, MSE = 0.875.

## Variable 183 added with crit = 942.97, MSE = 0.873.

## Variable 193 added with crit = 937.76, MSE = 0.866.

## Variable 197 added with crit = 937.42, MSE = 0.863.

## Variable 202 added with crit = 932.71, MSE = 0.857.

## Variable 212 added with crit = 930.41, MSE = 0.852.

## Variable 215 added with crit = 929.63, MSE = 0.85.

## Variable 238 added with crit = 928.76, MSE = 0.847.

## Variable 241 added with crit = 927.75, MSE = 0.844.

## Variable 249 added with crit = 926.9, MSE = 0.841.

## Variable 282 added with crit = 924.94, MSE = 0.837.

## Variable 292 added with crit = 923.09, MSE = 0.833.

## Variable 294 added with crit = 921.54, MSE = 0.83.

## Variable 297 added with crit = 918.61, MSE = 0.825.

## Variable 314 added with crit = 915.51, MSE = 0.82.

## Variable 320 added with crit = 912.55, MSE = 0.815.

## Variable 322 added with crit = 911.81, MSE = 0.812.

## Variable 327 added with crit = 911.8, MSE = 0.81.

## Variable 328 added with crit = 910.82, MSE = 0.807.

## Variable 329 added with crit = 910.56, MSE = 0.805.

## Variable 332 added with crit = 910.46, MSE = 0.802.

## Variable 349 added with crit = 910.23, MSE = 0.8.

## Variable 356 added with crit = 910.23, MSE = 0.798.

## Variable 357 added with crit = 907.51, MSE = 0.794.

## Variable 366 added with crit = 898.61, MSE = 0.783.

## Variable 380 added with crit = 892.02, MSE = 0.774.

## Variable 412 added with crit = 891.64, MSE = 0.772.

## Variable 414 added with crit = 888.29, MSE = 0.766.

## Variable 449 added with crit = 887.8, MSE = 0.764.

## Variable 471 added with crit = 886.28, MSE = 0.76.

## Variable 474 added with crit = 883.67, MSE = 0.756.

## Variable 476 added with crit = 883.62, MSE = 0.754.

## Variable 487 added with crit = 883.49, MSE = 0.751.

## Variable 490 added with crit = 879.55, MSE = 0.746.

## Variable 540 added with crit = 879.35, MSE = 0.743.

## Variable 559 added with crit = 878.65, MSE = 0.741.

## Variable 583 added with crit = 877.92, MSE = 0.738.

## Done.

## Starting the fast-forward, 0 variables, crit = 6.62, MSE = 1.007.

## Variable 2 added with crit = 6.61, MSE = 1.005.

## Variable 3 added with crit = -10.65, MSE = 0.985.

## Variable 4 added with crit = -16.45, MSE = 0.978.

## Variable 5 added with crit = -18.77, MSE = 0.974.

## Variable 6 added with crit = -22, MSE = 0.969.

## Variable 14 added with crit = -23.01, MSE = 0.966.

## Variable 22 added with crit = -23.67, MSE = 0.963.

## Variable 34 added with crit = -25.78, MSE = 0.959.

## Variable 41 added with crit = -26.89, MSE = 0.956.

## Variable 43 added with crit = -28.43, MSE = 0.953.

## Variable 45 added with crit = -28.91, MSE = 0.95.

## Variable 67 added with crit = -29.79, MSE = 0.948.

## Variable 69 added with crit = -30.32, MSE = 0.945.

## Variable 74 added with crit = -33.4, MSE = 0.94.

## Variable 77 added with crit = -37.48, MSE = 0.935.

## Variable 86 added with crit = -37.6, MSE = 0.933.

## Variable 101 added with crit = -39.85, MSE = 0.929.

## Variable 102 added with crit = -41.49, MSE = 0.925.

## Variable 109 added with crit = -42.51, MSE = 0.923.

## Variable 112 added with crit = -43.53, MSE = 0.92.

## Variable 117 added with crit = -43.69, MSE = 0.918.

## Variable 121 added with crit = -43.94, MSE = 0.916.

## Variable 131 added with crit = -44.01, MSE = 0.914.

## Variable 136 added with crit = -44.05, MSE = 0.912.

## Variable 138 added with crit = -44.26, MSE = 0.91.

## Variable 143 added with crit = -45.85, MSE = 0.907.

## Variable 148 added with crit = -47.46, MSE = 0.904.

## Variable 160 added with crit = -48.02, MSE = 0.901.

## Variable 162 added with crit = -48.64, MSE = 0.899.

## Variable 166 added with crit = -49.49, MSE = 0.896.

## Variable 168 added with crit = -51.8, MSE = 0.892.

## Variable 170 added with crit = -55.26, MSE = 0.888.

## Variable 172 added with crit = -57.01, MSE = 0.884.

## Variable 175 added with crit = -57.08, MSE = 0.882.

## Variable 177 added with crit = -63.33, MSE = 0.875.

## Variable 181 added with crit = -63.79, MSE = 0.873.

## Variable 182 added with crit = -64.31, MSE = 0.871.

## Variable 183 added with crit = -64.93, MSE = 0.869.

## Variable 193 added with crit = -70.25, MSE = 0.862.

## Variable 197 added with crit = -70.9, MSE = 0.86.

## Variable 201 added with crit = -71, MSE = 0.858.

## Variable 202 added with crit = -76.99, MSE = 0.851.

## Variable 212 added with crit = -80.79, MSE = 0.846.

## Variable 215 added with crit = -82.39, MSE = 0.843.

## Variable 220 added with crit = -82.61, MSE = 0.841.

## Variable 238 added with crit = -83.6, MSE = 0.839.

## Variable 241 added with crit = -85.47, MSE = 0.836.

## Variable 249 added with crit = -86.87, MSE = 0.833.

## Variable 258 added with crit = -86.98, MSE = 0.831.

## Variable 271 added with crit = -87.69, MSE = 0.829.

## Variable 276 added with crit = -88, MSE = 0.827.

## Variable 282 added with crit = -91.56, MSE = 0.822.

## Variable 292 added with crit = -94.13, MSE = 0.819.

## Variable 294 added with crit = -95.7, MSE = 0.816.

## Variable 295 added with crit = -95.96, MSE = 0.814.

## Variable 297 added with crit = -100.72, MSE = 0.808.

## Variable 314 added with crit = -104.97, MSE = 0.803.

## Variable 320 added with crit = -108.19, MSE = 0.799.

## Variable 322 added with crit = -109.65, MSE = 0.796.

## Variable 324 added with crit = -109.88, MSE = 0.795.

## Variable 327 added with crit = -110.64, MSE = 0.792.

## Variable 328 added with crit = -112.13, MSE = 0.79.

## Variable 329 added with crit = -113.22, MSE = 0.787.

## Variable 331 added with crit = -113.88, MSE = 0.785.

## Variable 332 added with crit = -114.53, MSE = 0.783.

## Variable 349 added with crit = -114.88, MSE = 0.781.

## Variable 356 added with crit = -115.05, MSE = 0.78.

## Variable 357 added with crit = -119.1, MSE = 0.775.

## Variable 366 added with crit = -129.68, MSE = 0.765.

## Variable 380 added with crit = -138.15, MSE = 0.757.

## Done.

## Starting the fast-forward, 0 variables, crit = 1171.72, MSE = 1.172.

## Variable 2 added with crit = 1166.77, MSE = 1.165.

## Variable 3 added with crit = 1161.04, MSE = 1.157.

## Variable 4 added with crit = 1143.6, MSE = 1.138.

## Variable 5 added with crit = 1135.08, MSE = 1.127.

## Variable 6 added with crit = 1125.37, MSE = 1.115.

## Variable 20 added with crit = 1124.45, MSE = 1.112.

## Variable 24 added with crit = 1121.97, MSE = 1.108.

## Variable 30 added with crit = 1116.28, MSE = 1.1.

## Variable 41 added with crit = 1115.96, MSE = 1.098.

## Variable 43 added with crit = 1114.73, MSE = 1.095.

## Variable 60 added with crit = 1114.44, MSE = 1.092.

## Variable 65 added with crit = 1111.5, MSE = 1.087.

## Variable 84 added with crit = 1110.77, MSE = 1.085.

## Variable 88 added with crit = 1107.74, MSE = 1.08.

## Variable 100 added with crit = 1105.37, MSE = 1.075.

## Variable 101 added with crit = 1103.49, MSE = 1.071.

## Variable 106 added with crit = 1102.61, MSE = 1.069.

## Variable 124 added with crit = 1100.42, MSE = 1.064.

## Variable 126 added with crit = 1099.65, MSE = 1.062.

## Variable 128 added with crit = 1099.39, MSE = 1.059.

## Variable 135 added with crit = 1096.23, MSE = 1.054.

## Variable 147 added with crit = 1096.02, MSE = 1.052.

## Variable 150 added with crit = 1095.72, MSE = 1.05.

## Variable 162 added with crit = 1090.81, MSE = 1.043.

## Variable 163 added with crit = 1090.47, MSE = 1.04.

## Variable 164 added with crit = 1090.21, MSE = 1.038.

## Variable 165 added with crit = 1089.29, MSE = 1.035.

## Variable 168 added with crit = 1088.75, MSE = 1.033.

## Variable 170 added with crit = 1088.39, MSE = 1.03.

## Variable 177 added with crit = 1086.23, MSE = 1.026.

## Variable 185 added with crit = 1084.86, MSE = 1.023.

## Variable 191 added with crit = 1084.36, MSE = 1.02.

## Variable 228 added with crit = 1083.63, MSE = 1.018.

## Variable 230 added with crit = 1083.26, MSE = 1.015.

## Variable 236 added with crit = 1082.51, MSE = 1.013.

## Variable 239 added with crit = 1081.58, MSE = 1.01.

## Variable 262 added with crit = 1081.1, MSE = 1.007.

## Variable 265 added with crit = 1080.7, MSE = 1.005.

## Variable 266 added with crit = 1080.51, MSE = 1.003.

## Variable 268 added with crit = 1080.17, MSE = 1.

## Variable 281 added with crit = 1077.54, MSE = 0.996.

## Variable 291 added with crit = 1075.6, MSE = 0.992.

## Variable 293 added with crit = 1069.76, MSE = 0.984.

## Variable 294 added with crit = 1068.38, MSE = 0.98.

## Variable 303 added with crit = 1067.86, MSE = 0.978.

## Variable 305 added with crit = 1067.1, MSE = 0.975.

## Variable 323 added with crit = 1065.02, MSE = 0.971.

## Variable 328 added with crit = 1063.94, MSE = 0.968.

## Variable 329 added with crit = 1063.34, MSE = 0.965.

## Variable 347 added with crit = 1062.83, MSE = 0.963.

## Variable 351 added with crit = 1062.77, MSE = 0.961.

## Variable 362 added with crit = 1061.03, MSE = 0.957.

## Variable 367 added with crit = 1060.02, MSE = 0.954.

## Variable 377 added with crit = 1059.31, MSE = 0.951.

## Variable 390 added with crit = 1058.46, MSE = 0.948.

## Variable 391 added with crit = 1058.2, MSE = 0.946.

## Variable 395 added with crit = 1057.25, MSE = 0.943.

## Variable 396 added with crit = 1055.67, MSE = 0.94.

## Variable 410 added with crit = 1053.39, MSE = 0.935.

## Variable 417 added with crit = 1051.39, MSE = 0.931.

## Variable 418 added with crit = 1050.99, MSE = 0.929.

## Variable 424 added with crit = 1049.96, MSE = 0.926.

## Variable 457 added with crit = 1049.82, MSE = 0.924.

## Variable 459 added with crit = 1049.44, MSE = 0.921.

## Variable 465 added with crit = 1049.2, MSE = 0.919.

## Variable 466 added with crit = 1048.93, MSE = 0.917.

## Variable 467 added with crit = 1047.18, MSE = 0.913.

## Variable 474 added with crit = 1045.4, MSE = 0.909.

## Variable 481 added with crit = 1044.23, MSE = 0.906.

## Variable 486 added with crit = 1043.57, MSE = 0.904.

## Done.

## Starting the fast-forward, 0 variables, crit = 158.47, MSE = 1.172.

## Variable 2 added with crit = 154.53, MSE = 1.165.

## Variable 3 added with crit = 149.86, MSE = 1.157.

## Variable 4 added with crit = 134.92, MSE = 1.138.

## Variable 5 added with crit = 127.63, MSE = 1.127.

## Variable 6 added with crit = 119.19, MSE = 1.115.

## Variable 20 added with crit = 118.57, MSE = 1.112.

## Variable 24 added with crit = 116.53, MSE = 1.108.

## Variable 30 added with crit = 111.56, MSE = 1.1.

## Variable 41 added with crit = 111.45, MSE = 1.098.

## Variable 43 added with crit = 110.51, MSE = 1.095.

## Variable 60 added with crit = 110.41, MSE = 1.092.

## Variable 65 added with crit = 107.88, MSE = 1.087.

## Variable 84 added with crit = 107.36, MSE = 1.085.

## Variable 88 added with crit = 104.72, MSE = 1.08.

## Variable 100 added with crit = 102.66, MSE = 1.075.

## Variable 101 added with crit = 101.05, MSE = 1.071.

## Variable 106 added with crit = 100.36, MSE = 1.069.

## Variable 124 added with crit = 98.43, MSE = 1.064.

## Variable 126 added with crit = 97.83, MSE = 1.062.

## Variable 128 added with crit = 97.7, MSE = 1.059.

## Variable 135 added with crit = 94.81, MSE = 1.054.

## Variable 147 added with crit = 94.71, MSE = 1.052.

## Variable 150 added with crit = 94.53, MSE = 1.05.

## Variable 162 added with crit = 89.92, MSE = 1.043.

## Variable 163 added with crit = 89.68, MSE = 1.04.

## Variable 164 added with crit = 89.5, MSE = 1.038.

## Variable 165 added with crit = 88.68, MSE = 1.035.

## Variable 168 added with crit = 88.23, MSE = 1.033.

## Variable 170 added with crit = 87.94, MSE = 1.03.

## Variable 177 added with crit = 85.89, MSE = 1.026.

## Variable 185 added with crit = 84.6, MSE = 1.023.

## Variable 191 added with crit = 84.16, MSE = 1.02.

## Variable 228 added with crit = 83.48, MSE = 1.018.

## Variable 230 added with crit = 83.14, MSE = 1.015.

## Variable 236 added with crit = 82.43, MSE = 1.013.

## Variable 239 added with crit = 81.53, MSE = 1.01.

## Variable 262 added with crit = 81.07, MSE = 1.007.

## Variable 265 added with crit = 80.69, MSE = 1.005.

## Variable 266 added with crit = 80.5, MSE = 1.003.

## Variable 268 added with crit = 80.17, MSE = 1.

## Variable 281 added with crit = 77.53, MSE = 0.996.

## Variable 291 added with crit = 75.56, MSE = 0.992.

## Variable 293 added with crit = 69.63, MSE = 0.984.

## Variable 294 added with crit = 68.18, MSE = 0.98.

## Variable 303 added with crit = 67.61, MSE = 0.978.

## Variable 305 added with crit = 66.79, MSE = 0.975.

## Variable 323 added with crit = 64.59, MSE = 0.971.

## Variable 328 added with crit = 63.42, MSE = 0.968.

## Variable 329 added with crit = 62.73, MSE = 0.965.

## Variable 347 added with crit = 62.12, MSE = 0.963.

## Variable 351 added with crit = 61.98, MSE = 0.961.

## Variable 362 added with crit = 60.08, MSE = 0.957.

## Variable 367 added with crit = 58.93, MSE = 0.954.

## Variable 377 added with crit = 58.08, MSE = 0.951.

## Variable 390 added with crit = 57.08, MSE = 0.948.

## Variable 391 added with crit = 56.7, MSE = 0.946.

## Variable 395 added with crit = 55.58, MSE = 0.943.

## Variable 396 added with crit = 53.77, MSE = 0.94.

## Variable 410 added with crit = 51.21, MSE = 0.935.

## Variable 417 added with crit = 48.92, MSE = 0.931.

## Variable 418 added with crit = 48.34, MSE = 0.929.

## Variable 424 added with crit = 47.08, MSE = 0.926.

## Variable 457 added with crit = 46.76, MSE = 0.924.

## Variable 459 added with crit = 46.19, MSE = 0.921.

## Variable 465 added with crit = 45.75, MSE = 0.919.

## Variable 466 added with crit = 45.27, MSE = 0.917.

## Variable 467 added with crit = 43.18, MSE = 0.913.

## Variable 474 added with crit = 41.03, MSE = 0.909.

## Variable 481 added with crit = 39.53, MSE = 0.906.

## Variable 486 added with crit = 38.6, MSE = 0.904.

## Done.

## Starting the fast-forward, 0 variables, crit = 1079.51, MSE = 1.08.

## Variable 2 added with crit = 1069.84, MSE = 1.068.

## Variable 3 added with crit = 1066.18, MSE = 1.062.

## Variable 4 added with crit = 1062.84, MSE = 1.057.

## Variable 5 added with crit = 1049.4, MSE = 1.041.

## Variable 6 added with crit = 1036.69, MSE = 1.027.

## Variable 13 added with crit = 1035.01, MSE = 1.023.

## Variable 14 added with crit = 1033.97, MSE = 1.02.

## Variable 21 added with crit = 1031.1, MSE = 1.015.

## Variable 28 added with crit = 1030.91, MSE = 1.013.

## Variable 30 added with crit = 1026.45, MSE = 1.006.

## Variable 37 added with crit = 1025.86, MSE = 1.004.

## Variable 46 added with crit = 1022.64, MSE = 0.999.

## Variable 50 added with crit = 1021.9, MSE = 0.996.

## Variable 53 added with crit = 1021.9, MSE = 0.994.

## Variable 56 added with crit = 1020.98, MSE = 0.991.

## Variable 65 added with crit = 1019.52, MSE = 0.988.

## Variable 75 added with crit = 1017.51, MSE = 0.984.

## Variable 77 added with crit = 1016.82, MSE = 0.981.

## Variable 80 added with crit = 1016.53, MSE = 0.979.

## Variable 93 added with crit = 1016.33, MSE = 0.976.

## Variable 98 added with crit = 1014.79, MSE = 0.973.

## Variable 101 added with crit = 1012.99, MSE = 0.969.

## Variable 110 added with crit = 1012.2, MSE = 0.966.

## Variable 117 added with crit = 1011.03, MSE = 0.963.

## Variable 120 added with crit = 1011.01, MSE = 0.961.

## Variable 123 added with crit = 1007.51, MSE = 0.956.

## Variable 124 added with crit = 1007.42, MSE = 0.953.

## Variable 125 added with crit = 1007.22, MSE = 0.951.

## Variable 127 added with crit = 1005.46, MSE = 0.947.

## Variable 136 added with crit = 1005.28, MSE = 0.945.

## Variable 137 added with crit = 1004.6, MSE = 0.943.

## Variable 138 added with crit = 1003.21, MSE = 0.939.

## Variable 142 added with crit = 1000.31, MSE = 0.934.

## Variable 145 added with crit = 999.47, MSE = 0.931.

## Variable 154 added with crit = 995.3, MSE = 0.925.

## Variable 167 added with crit = 995.17, MSE = 0.923.

## Variable 173 added with crit = 994.48, MSE = 0.92.

## Variable 174 added with crit = 990.5, MSE = 0.914.

## Variable 184 added with crit = 988.75, MSE = 0.911.

## Variable 185 added with crit = 984.08, MSE = 0.904.

## Variable 188 added with crit = 981.42, MSE = 0.899.

## Variable 193 added with crit = 979.16, MSE = 0.895.

## Variable 204 added with crit = 978.89, MSE = 0.893.

## Variable 206 added with crit = 976.15, MSE = 0.888.

## Variable 208 added with crit = 975.81, MSE = 0.886.

## Variable 218 added with crit = 975.26, MSE = 0.883.

## Variable 219 added with crit = 975.14, MSE = 0.881.

## Variable 237 added with crit = 974.46, MSE = 0.878.

## Variable 240 added with crit = 974, MSE = 0.876.

## Variable 261 added with crit = 970.95, MSE = 0.871.

## Variable 266 added with crit = 969.94, MSE = 0.868.

## Variable 272 added with crit = 968.8, MSE = 0.865.

## Variable 280 added with crit = 968.01, MSE = 0.862.

## Variable 301 added with crit = 965.66, MSE = 0.858.

## Variable 311 added with crit = 965.47, MSE = 0.855.

## Variable 316 added with crit = 965.26, MSE = 0.853.

## Variable 320 added with crit = 963.8, MSE = 0.85.

## Variable 322 added with crit = 962.99, MSE = 0.847.

## Variable 333 added with crit = 960.56, MSE = 0.843.

## Variable 344 added with crit = 959.17, MSE = 0.839.

## Variable 356 added with crit = 953.27, MSE = 0.831.

## Variable 357 added with crit = 952.45, MSE = 0.828.

## Variable 369 added with crit = 952.4, MSE = 0.826.

## Variable 370 added with crit = 951.11, MSE = 0.823.

## Variable 382 added with crit = 949.97, MSE = 0.82.

## Variable 387 added with crit = 949.08, MSE = 0.817.

## Variable 390 added with crit = 947.9, MSE = 0.814.

## Variable 400 added with crit = 945.56, MSE = 0.81.

## Variable 404 added with crit = 943.36, MSE = 0.805.

## Variable 407 added with crit = 942.56, MSE = 0.803.

## Done.

## Starting the fast-forward, 0 variables, crit = 76.5, MSE = 1.08.

## Variable 2 added with crit = 67.64, MSE = 1.068.

## Variable 3 added with crit = 64.32, MSE = 1.062.

## Variable 4 added with crit = 61.28, MSE = 1.057.

## Variable 5 added with crit = 48.56, MSE = 1.041.

## Variable 6 added with crit = 36.34, MSE = 1.027.

## Variable 13 added with crit = 34.75, MSE = 1.023.

## Variable 14 added with crit = 33.77, MSE = 1.02.

## Variable 21 added with crit = 30.99, MSE = 1.015.

## Variable 28 added with crit = 30.83, MSE = 1.013.

## Variable 30 added with crit = 26.43, MSE = 1.006.

## Variable 37 added with crit = 25.85, MSE = 1.004.

## Variable 46 added with crit = 22.64, MSE = 0.999.

## Variable 50 added with crit = 21.89, MSE = 0.996.

## Variable 53 added with crit = 21.88, MSE = 0.994.

## Variable 56 added with crit = 20.93, MSE = 0.991.

## Variable 65 added with crit = 19.44, MSE = 0.988.

## Variable 75 added with crit = 17.37, MSE = 0.984.

## Variable 77 added with crit = 16.63, MSE = 0.981.

## Variable 80 added with crit = 16.3, MSE = 0.979.

## Variable 93 added with crit = 16.04, MSE = 0.976.

## Variable 98 added with crit = 14.41, MSE = 0.973.

## Variable 101 added with crit = 12.49, MSE = 0.969.

## Variable 105 added with crit = 12.44, MSE = 0.967.

## Variable 110 added with crit = 11.56, MSE = 0.964.

## Variable 117 added with crit = 10.17, MSE = 0.961.

## Variable 120 added with crit = 10.16, MSE = 0.959.

## Variable 123 added with crit = 6.59, MSE = 0.954.

## Variable 124 added with crit = 6.39, MSE = 0.952.

## Variable 125 added with crit = 6.03, MSE = 0.949.

## Variable 127 added with crit = 4.12, MSE = 0.946.

## Variable 136 added with crit = 3.84, MSE = 0.943.

## Variable 137 added with crit = 3.04, MSE = 0.941.

## Variable 138 added with crit = 1.37, MSE = 0.937.

## Variable 142 added with crit = -1.61, MSE = 0.933.

## Variable 145 added with crit = -2.74, MSE = 0.93.

## Variable 147 added with crit = -2.83, MSE = 0.928.

## Variable 154 added with crit = -7.54, MSE = 0.922.

## Variable 167 added with crit = -7.77, MSE = 0.92.

## Variable 173 added with crit = -8.78, MSE = 0.917.

## Variable 174 added with crit = -12.57, MSE = 0.912.

## Variable 175 added with crit = -12.96, MSE = 0.909.

## Variable 184 added with crit = -15, MSE = 0.906.

## Variable 185 added with crit = -19.8, MSE = 0.9.

## Variable 188 added with crit = -23.41, MSE = 0.895.

## Variable 193 added with crit = -26.06, MSE = 0.89.

## Variable 204 added with crit = -26.46, MSE = 0.888.

## Variable 206 added with crit = -29.84, MSE = 0.884.

## Variable 208 added with crit = -30.8, MSE = 0.881.

## Variable 218 added with crit = -32.12, MSE = 0.878.

## Variable 219 added with crit = -32.84, MSE = 0.876.

## Variable 237 added with crit = -33.58, MSE = 0.873.

## Variable 240 added with crit = -34.04, MSE = 0.871.

## Variable 261 added with crit = -37.86, MSE = 0.866.

## Variable 266 added with crit = -39.67, MSE = 0.863.

## Variable 267 added with crit = -39.78, MSE = 0.861.

## Variable 272 added with crit = -41.5, MSE = 0.858.

## Variable 280 added with crit = -42.17, MSE = 0.855.

## Variable 301 added with crit = -45.42, MSE = 0.851.

## Variable 311 added with crit = -45.59, MSE = 0.849.

## Variable 316 added with crit = -46.34, MSE = 0.847.

## Variable 320 added with crit = -48.36, MSE = 0.843.

## Variable 322 added with crit = -49.59, MSE = 0.841.

## Variable 331 added with crit = -49.81, MSE = 0.839.

## Variable 333 added with crit = -52.95, MSE = 0.834.

## Variable 344 added with crit = -54.73, MSE = 0.831.

## Variable 356 added with crit = -62.2, MSE = 0.823.

## Variable 357 added with crit = -63.04, MSE = 0.821.

## Variable 369 added with crit = -63.9, MSE = 0.819.

## Variable 370 added with crit = -65.55, MSE = 0.816.

## Variable 380 added with crit = -65.7, MSE = 0.814.

## Done.

## Starting the fast-forward, 0 variables, crit = 1041.22, MSE = 1.041.

## Variable 2 added with crit = 1040.45, MSE = 1.038.

## Variable 3 added with crit = 1032.35, MSE = 1.028.

## Variable 5 added with crit = 1028.44, MSE = 1.022.

## Variable 6 added with crit = 1025.2, MSE = 1.017.

## Variable 10 added with crit = 1024.97, MSE = 1.015.

## Variable 18 added with crit = 1023.22, MSE = 1.011.

## Variable 19 added with crit = 1022.33, MSE = 1.008.

## Variable 20 added with crit = 1017.75, MSE = 1.002.

## Variable 21 added with crit = 1013.31, MSE = 0.995.

## Variable 22 added with crit = 1013.08, MSE = 0.993.

## Variable 26 added with crit = 1008.94, MSE = 0.987.

## Variable 34 added with crit = 1008.94, MSE = 0.985.

## Variable 39 added with crit = 1008.85, MSE = 0.983.

## Variable 53 added with crit = 1007.25, MSE = 0.979.

## Variable 54 added with crit = 1006.83, MSE = 0.977.

## Variable 55 added with crit = 1003.63, MSE = 0.972.

## Variable 56 added with crit = 1002.65, MSE = 0.969.

## Variable 65 added with crit = 998.39, MSE = 0.962.

## Variable 72 added with crit = 998.27, MSE = 0.96.

## Variable 76 added with crit = 994.87, MSE = 0.955.

## Variable 78 added with crit = 994.43, MSE = 0.952.

## Variable 80 added with crit = 993.98, MSE = 0.95.

## Variable 86 added with crit = 991.89, MSE = 0.946.

## Variable 91 added with crit = 988.41, MSE = 0.94.

## Variable 92 added with crit = 988.35, MSE = 0.938.

## Variable 96 added with crit = 988.12, MSE = 0.936.

## Variable 114 added with crit = 986.26, MSE = 0.932.

## Variable 117 added with crit = 985.45, MSE = 0.929.

## Variable 125 added with crit = 984.88, MSE = 0.927.

## Variable 127 added with crit = 983.85, MSE = 0.924.

## Variable 137 added with crit = 981.74, MSE = 0.92.

## Variable 145 added with crit = 980.73, MSE = 0.917.

## Variable 163 added with crit = 978.43, MSE = 0.912.

## Variable 168 added with crit = 977.7, MSE = 0.91.

## Variable 172 added with crit = 974.48, MSE = 0.904.

## Variable 174 added with crit = 974.4, MSE = 0.902.

## Variable 176 added with crit = 972.08, MSE = 0.898.

## Variable 181 added with crit = 971.61, MSE = 0.896.

## Variable 193 added with crit = 970.68, MSE = 0.893.

## Variable 197 added with crit = 969.06, MSE = 0.889.

## Variable 220 added with crit = 968.4, MSE = 0.886.

## Variable 248 added with crit = 968.11, MSE = 0.884.

## Variable 282 added with crit = 967.99, MSE = 0.882.

## Variable 285 added with crit = 967.3, MSE = 0.879.

## Variable 293 added with crit = 967.03, MSE = 0.877.

## Variable 296 added with crit = 965.99, MSE = 0.874.

## Variable 300 added with crit = 965.14, MSE = 0.871.

## Variable 306 added with crit = 963.24, MSE = 0.867.

## Variable 310 added with crit = 961.46, MSE = 0.863.

## Variable 318 added with crit = 960.52, MSE = 0.861.

## Variable 321 added with crit = 960.38, MSE = 0.858.

## Variable 328 added with crit = 957.19, MSE = 0.853.

## Variable 332 added with crit = 953.32, MSE = 0.847.

## Variable 338 added with crit = 953.19, MSE = 0.845.

## Variable 355 added with crit = 951.51, MSE = 0.842.

## Variable 360 added with crit = 950.48, MSE = 0.838.

## Variable 374 added with crit = 947.97, MSE = 0.834.

## Variable 376 added with crit = 947.12, MSE = 0.831.

## Variable 386 added with crit = 945.86, MSE = 0.828.

## Variable 389 added with crit = 945.4, MSE = 0.825.

## Variable 413 added with crit = 943.6, MSE = 0.822.

## Variable 423 added with crit = 938.91, MSE = 0.815.

## Variable 427 added with crit = 938.85, MSE = 0.813.

## Variable 432 added with crit = 933.02, MSE = 0.805.

## Variable 435 added with crit = 931.75, MSE = 0.802.

## Variable 438 added with crit = 930.55, MSE = 0.799.

## Variable 441 added with crit = 926.85, MSE = 0.793.

## Variable 442 added with crit = 926.85, MSE = 0.791.

## Variable 456 added with crit = 925.73, MSE = 0.788.

## Variable 464 added with crit = 920.63, MSE = 0.781.

## Done.

## Starting the fast-forward, 0 variables, crit = 40.4, MSE = 1.041.

## Variable 2 added with crit = 39.73, MSE = 1.038.

## Variable 3 added with crit = 31.95, MSE = 1.028.

## Variable 5 added with crit = 28.19, MSE = 1.022.

## Variable 6 added with crit = 25.06, MSE = 1.017.

## Variable 10 added with crit = 24.86, MSE = 1.015.

## Variable 18 added with crit = 23.15, MSE = 1.011.

## Variable 19 added with crit = 22.29, MSE = 1.008.

## Variable 20 added with crit = 17.74, MSE = 1.002.

## Variable 21 added with crit = 13.3, MSE = 0.995.

## Variable 22 added with crit = 13.06, MSE = 0.993.

## Variable 26 added with crit = 8.85, MSE = 0.987.

## Variable 34 added with crit = 8.82, MSE = 0.985.

## Variable 39 added with crit = 8.7, MSE = 0.983.

## Variable 53 added with crit = 7.03, MSE = 0.979.

## Variable 54 added with crit = 6.55, MSE = 0.977.

## Variable 55 added with crit = 3.22, MSE = 0.972.

## Variable 56 added with crit = 2.14, MSE = 0.969.

## Variable 65 added with crit = -2.34, MSE = 0.962.

## Variable 72 added with crit = -2.54, MSE = 0.96.

## Variable 76 added with crit = -6.18, MSE = 0.955.

## Variable 78 added with crit = -6.73, MSE = 0.952.

## Variable 80 added with crit = -7.31, MSE = 0.95.

## Variable 85 added with crit = -7.42, MSE = 0.948.

## Variable 86 added with crit = -10.05, MSE = 0.944.

## Variable 91 added with crit = -13.53, MSE = 0.938.

## Variable 92 added with crit = -13.65, MSE = 0.936.

## Variable 96 added with crit = -14.06, MSE = 0.934.

## Variable 114 added with crit = -16.18, MSE = 0.93.

## Variable 117 added with crit = -16.98, MSE = 0.928.

## Variable 125 added with crit = -17.76, MSE = 0.925.

## Variable 127 added with crit = -18.94, MSE = 0.922.

## Variable 134 added with crit = -18.97, MSE = 0.92.

## Variable 137 added with crit = -21.02, MSE = 0.917.

## Variable 145 added with crit = -22.5, MSE = 0.913.

## Variable 147 added with crit = -22.54, MSE = 0.912.

## Variable 163 added with crit = -25.55, MSE = 0.907.

## Variable 168 added with crit = -27.23, MSE = 0.904.

## Variable 172 added with crit = -30.51, MSE = 0.899.

## Variable 174 added with crit = -30.86, MSE = 0.897.

## Variable 176 added with crit = -33.36, MSE = 0.893.

## Variable 178 added with crit = -33.56, MSE = 0.891.

## Variable 181 added with crit = -33.96, MSE = 0.889.

## Variable 189 added with crit = -34.1, MSE = 0.887.

## Variable 193 added with crit = -35.31, MSE = 0.884.

## Variable 194 added with crit = -35.86, MSE = 0.882.

## Variable 197 added with crit = -37.73, MSE = 0.878.

## Variable 218 added with crit = -37.83, MSE = 0.876.

## Variable 220 added with crit = -39.92, MSE = 0.873.

## Variable 248 added with crit = -40.24, MSE = 0.871.

## Variable 266 added with crit = -40.47, MSE = 0.869.

## Variable 270 added with crit = -40.61, MSE = 0.867.

## Variable 271 added with crit = -41.26, MSE = 0.865.

## Variable 278 added with crit = -41.82, MSE = 0.863.

## Variable 281 added with crit = -42.12, MSE = 0.861.

## Variable 282 added with crit = -42.77, MSE = 0.858.

## Variable 285 added with crit = -43.54, MSE = 0.856.

## Variable 292 added with crit = -43.92, MSE = 0.854.

## Variable 293 added with crit = -44.11, MSE = 0.852.

## Variable 296 added with crit = -45.48, MSE = 0.849.

## Variable 300 added with crit = -46.72, MSE = 0.846.

## Variable 306 added with crit = -49.78, MSE = 0.842.

## Variable 310 added with crit = -52.31, MSE = 0.838.

## Variable 318 added with crit = -53.64, MSE = 0.836.

## Variable 321 added with crit = -54.17, MSE = 0.833.

## Variable 328 added with crit = -58.28, MSE = 0.828.

## Variable 332 added with crit = -63.9, MSE = 0.822.

## Variable 338 added with crit = -64.38, MSE = 0.82.

## Variable 355 added with crit = -66.06, MSE = 0.817.

## Variable 360 added with crit = -68.77, MSE = 0.813.

## Variable 374 added with crit = -72.78, MSE = 0.808.

## Done.

## Starting the fast-forward, 0 variables, crit = 986.92, MSE = 0.987.

## Variable 2 added with crit = 980.92, MSE = 0.979.

## Variable 3 added with crit = 961.26, MSE = 0.957.

## Variable 4 added with crit = 956.21, MSE = 0.95.

## Variable 5 added with crit = 954.29, MSE = 0.946.

## Variable 6 added with crit = 951.39, MSE = 0.941.

## Variable 9 added with crit = 950.32, MSE = 0.938.

## Variable 21 added with crit = 949.82, MSE = 0.936.

## Variable 24 added with crit = 949.74, MSE = 0.934.

## Variable 31 added with crit = 945.33, MSE = 0.927.

## Variable 34 added with crit = 944.05, MSE = 0.924.

## Variable 35 added with crit = 943.38, MSE = 0.921.

## Variable 38 added with crit = 943.34, MSE = 0.919.

## Variable 53 added with crit = 942.42, MSE = 0.916.

## Variable 55 added with crit = 940.85, MSE = 0.913.

## Variable 76 added with crit = 938.01, MSE = 0.908.

## Variable 81 added with crit = 937.18, MSE = 0.905.

## Variable 97 added with crit = 936.07, MSE = 0.902.

## Variable 99 added with crit = 934.01, MSE = 0.898.

## Variable 103 added with crit = 932.81, MSE = 0.895.

## Variable 113 added with crit = 932.33, MSE = 0.892.

## Variable 130 added with crit = 928.05, MSE = 0.886.

## Variable 137 added with crit = 924.49, MSE = 0.88.

## Variable 146 added with crit = 920.53, MSE = 0.875.

## Variable 147 added with crit = 919.33, MSE = 0.871.

## Variable 155 added with crit = 915.48, MSE = 0.865.

## Variable 157 added with crit = 914.79, MSE = 0.863.

## Variable 163 added with crit = 913.8, MSE = 0.86.

## Variable 166 added with crit = 911.75, MSE = 0.856.

## Variable 168 added with crit = 910.86, MSE = 0.853.

## Variable 170 added with crit = 910.12, MSE = 0.85.

## Variable 177 added with crit = 909.69, MSE = 0.848.

## Variable 182 added with crit = 907.37, MSE = 0.843.

## Variable 187 added with crit = 904.19, MSE = 0.838.

## Variable 205 added with crit = 899.4, MSE = 0.831.

## Variable 207 added with crit = 897.14, MSE = 0.827.

## Variable 219 added with crit = 896.47, MSE = 0.824.

## Variable 226 added with crit = 896.16, MSE = 0.822.

## Variable 228 added with crit = 895.91, MSE = 0.82.

## Variable 239 added with crit = 894.81, MSE = 0.817.

## Variable 241 added with crit = 893.76, MSE = 0.814.

## Variable 247 added with crit = 893.34, MSE = 0.811.

## Variable 251 added with crit = 891.19, MSE = 0.807.

## Variable 268 added with crit = 889.53, MSE = 0.804.

## Variable 271 added with crit = 887.83, MSE = 0.8.

## Variable 272 added with crit = 887.34, MSE = 0.797.

## Variable 286 added with crit = 880.5, MSE = 0.788.

## Variable 288 added with crit = 880.26, MSE = 0.786.

## Variable 305 added with crit = 879.42, MSE = 0.783.

## Variable 315 added with crit = 877.45, MSE = 0.779.

## Variable 319 added with crit = 877.21, MSE = 0.777.

## Variable 324 added with crit = 875.72, MSE = 0.774.

## Variable 326 added with crit = 875.71, MSE = 0.772.

## Variable 340 added with crit = 874.57, MSE = 0.769.

## Variable 341 added with crit = 873.65, MSE = 0.766.

## Variable 344 added with crit = 873.36, MSE = 0.763.

## Variable 358 added with crit = 873.26, MSE = 0.761.

## Variable 361 added with crit = 872.63, MSE = 0.759.

## Variable 362 added with crit = 872.41, MSE = 0.756.

## Variable 372 added with crit = 872, MSE = 0.754.

## Variable 383 added with crit = 871.44, MSE = 0.751.

## Variable 399 added with crit = 871.3, MSE = 0.749.

## Variable 401 added with crit = 867.59, MSE = 0.744.

## Variable 414 added with crit = 866.72, MSE = 0.741.

## Variable 429 added with crit = 866.17, MSE = 0.738.

## Variable 450 added with crit = 863.77, MSE = 0.734.

## Variable 460 added with crit = 862.3, MSE = 0.73.

## Variable 462 added with crit = 862.07, MSE = 0.728.

## Variable 467 added with crit = 862.06, MSE = 0.726.

## Variable 468 added with crit = 862.05, MSE = 0.724.

## Variable 476 added with crit = 861, MSE = 0.721.

## Done.

## Starting the fast-forward, 0 variables, crit = -13.17, MSE = 0.987.

## Variable 2 added with crit = -19.31, MSE = 0.979.

## Variable 3 added with crit = -39.68, MSE = 0.957.

## Variable 4 added with crit = -45.07, MSE = 0.95.

## Variable 5 added with crit = -47.2, MSE = 0.946.

## Variable 6 added with crit = -50.4, MSE = 0.941.

## Variable 9 added with crit = -51.66, MSE = 0.938.

## Variable 21 added with crit = -52.34, MSE = 0.936.

## Variable 24 added with crit = -52.56, MSE = 0.934.

## Variable 31 added with crit = -57.44, MSE = 0.927.

## Variable 34 added with crit = -58.99, MSE = 0.924.

## Variable 35 added with crit = -59.88, MSE = 0.921.

## Variable 38 added with crit = -60.09, MSE = 0.919.

## Variable 53 added with crit = -61.28, MSE = 0.916.

## Variable 55 added with crit = -63.18, MSE = 0.913.

## Variable 76 added with crit = -66.5, MSE = 0.908.

## Variable 81 added with crit = -67.62, MSE = 0.905.

## Variable 97 added with crit = -69.07, MSE = 0.902.

## Variable 99 added with crit = -71.57, MSE = 0.898.

## Variable 103 added with crit = -73.14, MSE = 0.895.

## Variable 107 added with crit = -73.18, MSE = 0.893.

## Variable 113 added with crit = -73.95, MSE = 0.891.

## Variable 120 added with crit = -74.2, MSE = 0.889.

## Variable 130 added with crit = -79.3, MSE = 0.882.

## Variable 137 added with crit = -83.95, MSE = 0.876.

## Variable 146 added with crit = -89.04, MSE = 0.87.

## Variable 147 added with crit = -90.8, MSE = 0.867.

## Variable 152 added with crit = -90.83, MSE = 0.865.

## Variable 155 added with crit = -96.92, MSE = 0.858.

## Variable 157 added with crit = -97.95, MSE = 0.856.

## Variable 163 added with crit = -99.18, MSE = 0.853.

## Variable 166 added with crit = -101.71, MSE = 0.849.

## Variable 168 added with crit = -103.26, MSE = 0.846.

## Variable 170 added with crit = -104.2, MSE = 0.843.

## Variable 177 added with crit = -104.82, MSE = 0.841.

## Variable 182 added with crit = -108.32, MSE = 0.837.

## Variable 187 added with crit = -112.33, MSE = 0.832.

## Variable 201 added with crit = -112.37, MSE = 0.83.

## Variable 205 added with crit = -118.44, MSE = 0.823.

## Variable 206 added with crit = -118.58, MSE = 0.822.

## Variable 207 added with crit = -121.23, MSE = 0.818.

## Variable 209 added with crit = -121.93, MSE = 0.816.

## Variable 219 added with crit = -123.05, MSE = 0.813.

## Variable 226 added with crit = -123.66, MSE = 0.811.

## Variable 227 added with crit = -123.92, MSE = 0.809.

## Variable 228 added with crit = -124.27, MSE = 0.807.

## Variable 229 added with crit = -124.66, MSE = 0.805.

## Variable 239 added with crit = -127.22, MSE = 0.802.

## Variable 240 added with crit = -127.22, MSE = 0.8.

## Variable 241 added with crit = -128.47, MSE = 0.797.

## Variable 245 added with crit = -129.1, MSE = 0.795.

## Variable 247 added with crit = -130.41, MSE = 0.793.

## Variable 251 added with crit = -134.57, MSE = 0.788.

## Variable 268 added with crit = -136.61, MSE = 0.785.

## Variable 271 added with crit = -139.89, MSE = 0.78.

## Variable 272 added with crit = -140.69, MSE = 0.778.

## Variable 273 added with crit = -140.97, MSE = 0.776.

## Variable 286 added with crit = -148.17, MSE = 0.769.

## Variable 288 added with crit = -148.37, MSE = 0.768.

## Variable 300 added with crit = -148.84, MSE = 0.766.

## Variable 305 added with crit = -151.32, MSE = 0.762.

## Variable 315 added with crit = -155.53, MSE = 0.758.

## Variable 319 added with crit = -155.55, MSE = 0.756.

## Variable 324 added with crit = -159.46, MSE = 0.752.

## Variable 326 added with crit = -160.03, MSE = 0.75.

## Variable 338 added with crit = -160.19, MSE = 0.748.

## Variable 340 added with crit = -161.41, MSE = 0.746.

## Variable 341 added with crit = -163, MSE = 0.743.

## Variable 344 added with crit = -163.06, MSE = 0.742.

## Variable 355 added with crit = -163.3, MSE = 0.74.

## Variable 357 added with crit = -164.26, MSE = 0.738.

## Done.

## Starting the fast-forward, 0 variables, crit = 1127.94, MSE = 1.128.

## Variable 2 added with crit = 1119.68, MSE = 1.118.

## Variable 3 added with crit = 1112.67, MSE = 1.109.

## Variable 4 added with crit = 1110.06, MSE = 1.104.

## Variable 5 added with crit = 1094.76, MSE = 1.087.

## Variable 6 added with crit = 1091.78, MSE = 1.082.

## Variable 8 added with crit = 1091.29, MSE = 1.079.

## Variable 22 added with crit = 1089.5, MSE = 1.076.

## Variable 25 added with crit = 1085.19, MSE = 1.069.

## Variable 39 added with crit = 1083.61, MSE = 1.066.

## Variable 42 added with crit = 1082.85, MSE = 1.063.

## Variable 47 added with crit = 1082.62, MSE = 1.061.

## Variable 53 added with crit = 1081.35, MSE = 1.057.

## Variable 55 added with crit = 1078.36, MSE = 1.052.

## Variable 61 added with crit = 1077.33, MSE = 1.049.

## Variable 62 added with crit = 1076.82, MSE = 1.047.

## Variable 79 added with crit = 1076.16, MSE = 1.044.

## Variable 80 added with crit = 1076.16, MSE = 1.042.

## Variable 84 added with crit = 1075.68, MSE = 1.04.

## Variable 87 added with crit = 1075.13, MSE = 1.037.

## Variable 89 added with crit = 1074.51, MSE = 1.035.

## Variable 98 added with crit = 1073.82, MSE = 1.032.

## Variable 105 added with crit = 1073.17, MSE = 1.029.

## Variable 119 added with crit = 1072.27, MSE = 1.026.

## Variable 121 added with crit = 1070.25, MSE = 1.022.

## Variable 139 added with crit = 1069.71, MSE = 1.02.

## Variable 141 added with crit = 1067.16, MSE = 1.015.

## Variable 145 added with crit = 1066.9, MSE = 1.013.

## Variable 149 added with crit = 1066.33, MSE = 1.01.

## Variable 151 added with crit = 1062.34, MSE = 1.004.

## Variable 153 added with crit = 1059.83, MSE = 1.

## Variable 154 added with crit = 1059.76, MSE = 0.998.

## Variable 165 added with crit = 1057.1, MSE = 0.993.

## Variable 184 added with crit = 1056.21, MSE = 0.99.

## Variable 195 added with crit = 1055.85, MSE = 0.988.

## Variable 201 added with crit = 1052.2, MSE = 0.982.

## Variable 204 added with crit = 1050.9, MSE = 0.979.

## Variable 245 added with crit = 1045.51, MSE = 0.972.

## Variable 248 added with crit = 1044.61, MSE = 0.969.

## Variable 249 added with crit = 1040.87, MSE = 0.963.

## Variable 272 added with crit = 1039.95, MSE = 0.96.

## Variable 279 added with crit = 1039.11, MSE = 0.957.

## Variable 283 added with crit = 1038.9, MSE = 0.955.

## Variable 288 added with crit = 1037.56, MSE = 0.952.

## Variable 298 added with crit = 1036.79, MSE = 0.949.

## Variable 309 added with crit = 1030.96, MSE = 0.941.

## Variable 315 added with crit = 1027.91, MSE = 0.936.

## Variable 318 added with crit = 1026.44, MSE = 0.932.

## Variable 323 added with crit = 1024.14, MSE = 0.928.

## Variable 324 added with crit = 1023.46, MSE = 0.925.

## Variable 335 added with crit = 1022.24, MSE = 0.922.

## Variable 345 added with crit = 1019.87, MSE = 0.918.

## Variable 347 added with crit = 1015.44, MSE = 0.911.

## Variable 352 added with crit = 1015.41, MSE = 0.909.

## Variable 355 added with crit = 1012.23, MSE = 0.904.

## Variable 359 added with crit = 1007.06, MSE = 0.897.

## Variable 364 added with crit = 1006.87, MSE = 0.895.

## Variable 365 added with crit = 1002.7, MSE = 0.889.

## Variable 376 added with crit = 1002.58, MSE = 0.887.

## Variable 382 added with crit = 1001.97, MSE = 0.884.

## Variable 400 added with crit = 1001.7, MSE = 0.882.

## Variable 405 added with crit = 1001.25, MSE = 0.879.

## Variable 418 added with crit = 1000.82, MSE = 0.877.

## Variable 419 added with crit = 1000.17, MSE = 0.874.

## Variable 425 added with crit = 998.37, MSE = 0.87.

## Variable 436 added with crit = 998.03, MSE = 0.868.

## Variable 437 added with crit = 996.86, MSE = 0.865.

## Variable 443 added with crit = 995.58, MSE = 0.862.

## Variable 453 added with crit = 995.14, MSE = 0.859.

## Variable 457 added with crit = 991.46, MSE = 0.853.

## Variable 462 added with crit = 990.02, MSE = 0.85.

## Done.

## Starting the fast-forward, 0 variables, crit = 120.4, MSE = 1.128.

## Variable 2 added with crit = 113.25, MSE = 1.118.

## Variable 3 added with crit = 107.16, MSE = 1.109.

## Variable 4 added with crit = 105, MSE = 1.104.

## Variable 5 added with crit = 91.2, MSE = 1.087.

## Variable 6 added with crit = 88.61, MSE = 1.082.

## Variable 8 added with crit = 88.3, MSE = 1.079.

## Variable 22 added with crit = 86.79, MSE = 1.076.

## Variable 25 added with crit = 82.9, MSE = 1.069.

## Variable 39 added with crit = 81.54, MSE = 1.066.

## Variable 42 added with crit = 80.96, MSE = 1.063.

## Variable 47 added with crit = 80.85, MSE = 1.061.

## Variable 53 added with crit = 79.77, MSE = 1.057.

## Variable 55 added with crit = 77.03, MSE = 1.052.

## Variable 61 added with crit = 76.15, MSE = 1.049.

## Variable 62 added with crit = 75.76, MSE = 1.047.

## Variable 79 added with crit = 75.21, MSE = 1.044.

## Variable 84 added with crit = 75.13, MSE = 1.042.

## Variable 87 added with crit = 74.87, MSE = 1.04.

## Variable 89 added with crit = 74, MSE = 1.037.

## Variable 98 added with crit = 73.48, MSE = 1.034.

## Variable 105 added with crit = 73.1, MSE = 1.032.

## Variable 119 added with crit = 72.32, MSE = 1.029.

## Variable 121 added with crit = 70.26, MSE = 1.025.

## Variable 139 added with crit = 69.99, MSE = 1.022.

## Variable 141 added with crit = 67.26, MSE = 1.017.

## Variable 145 added with crit = 66.97, MSE = 1.015.

## Variable 149 added with crit = 66.39, MSE = 1.012.

## Variable 151 added with crit = 62.21, MSE = 1.006.

## Variable 153 added with crit = 59.65, MSE = 1.002.

## Variable 154 added with crit = 59.58, MSE = 1.

## Variable 165 added with crit = 56.62, MSE = 0.995.

## Variable 182 added with crit = 56.42, MSE = 0.992.

## Variable 184 added with crit = 55.35, MSE = 0.989.

## Variable 189 added with crit = 55.3, MSE = 0.987.

## Variable 195 added with crit = 55.02, MSE = 0.985.

## Variable 201 added with crit = 50.99, MSE = 0.979.

## Variable 204 added with crit = 49.51, MSE = 0.976.

## Variable 245 added with crit = 43.94, MSE = 0.968.

## Variable 248 added with crit = 43.21, MSE = 0.966.

## Variable 249 added with crit = 39.08, MSE = 0.96.

## Variable 272 added with crit = 38.33, MSE = 0.957.

## Variable 279 added with crit = 37.52, MSE = 0.955.

## Variable 283 added with crit = 37.23, MSE = 0.952.

## Variable 288 added with crit = 35.7, MSE = 0.949.

## Variable 298 added with crit = 34.79, MSE = 0.946.

## Variable 309 added with crit = 28.19, MSE = 0.938.

## Variable 315 added with crit = 24.89, MSE = 0.933.

## Variable 318 added with crit = 23.39, MSE = 0.93.

## Variable 321 added with crit = 23.13, MSE = 0.928.

## Variable 323 added with crit = 20.15, MSE = 0.923.

## Variable 324 added with crit = 19.17, MSE = 0.921.

## Variable 335 added with crit = 17.74, MSE = 0.917.

## Variable 345 added with crit = 15.37, MSE = 0.913.

## Variable 347 added with crit = 10.43, MSE = 0.907.

## Variable 352 added with crit = 10.32, MSE = 0.905.

## Variable 355 added with crit = 6.45, MSE = 0.9.

## Variable 359 added with crit = 1.14, MSE = 0.893.

## Variable 364 added with crit = 0.95, MSE = 0.891.

## Variable 365 added with crit = -3.18, MSE = 0.886.

## Variable 371 added with crit = -3.19, MSE = 0.884.

## Variable 376 added with crit = -3.45, MSE = 0.882.

## Variable 377 added with crit = -3.83, MSE = 0.88.

## Variable 382 added with crit = -4.77, MSE = 0.877.

## Variable 400 added with crit = -5.25, MSE = 0.875.

## Variable 403 added with crit = -5.8, MSE = 0.873.

## Variable 405 added with crit = -6.53, MSE = 0.871.

## Variable 412 added with crit = -6.65, MSE = 0.869.

## Variable 418 added with crit = -7.18, MSE = 0.867.

## Variable 419 added with crit = -8.18, MSE = 0.864.

## Variable 425 added with crit = -10.56, MSE = 0.86.

## Done.

## Starting the fast-forward, 0 variables, crit = 899.6, MSE = 0.9.

## Variable 2 added with crit = 898.94, MSE = 0.897.

## Variable 3 added with crit = 887.09, MSE = 0.883.

## Variable 4 added with crit = 886.81, MSE = 0.881.

## Variable 5 added with crit = 886.15, MSE = 0.878.

## Variable 6 added with crit = 879.18, MSE = 0.869.

## Variable 22 added with crit = 877.69, MSE = 0.866.

## Variable 49 added with crit = 877.5, MSE = 0.864.

## Variable 59 added with crit = 874.66, MSE = 0.859.

## Variable 64 added with crit = 873.62, MSE = 0.856.

## Variable 66 added with crit = 873.16, MSE = 0.853.

## Variable 71 added with crit = 868.36, MSE = 0.846.

## Variable 72 added with crit = 866.33, MSE = 0.842.

## Variable 78 added with crit = 865.8, MSE = 0.84.

## Variable 82 added with crit = 865.46, MSE = 0.837.

## Variable 88 added with crit = 864.05, MSE = 0.834.

## Variable 90 added with crit = 863.84, MSE = 0.832.

## Variable 95 added with crit = 861.89, MSE = 0.828.

## Variable 109 added with crit = 861.78, MSE = 0.826.

## Variable 115 added with crit = 859.6, MSE = 0.822.

## Variable 120 added with crit = 858.17, MSE = 0.818.

## Variable 130 added with crit = 858.09, MSE = 0.816.

## Variable 132 added with crit = 845.58, MSE = 0.802.

## Variable 133 added with crit = 845.57, MSE = 0.8.

## Variable 141 added with crit = 845.07, MSE = 0.797.

## Variable 146 added with crit = 844.82, MSE = 0.795.

## Variable 148 added with crit = 843.87, MSE = 0.792.

## Variable 152 added with crit = 843.7, MSE = 0.79.

## Variable 155 added with crit = 841.82, MSE = 0.786.

## Variable 175 added with crit = 839.52, MSE = 0.782.

## Variable 185 added with crit = 838.53, MSE = 0.779.

## Variable 196 added with crit = 834.8, MSE = 0.773.

## Variable 198 added with crit = 834.32, MSE = 0.77.

## Variable 211 added with crit = 833.51, MSE = 0.768.

## Variable 225 added with crit = 832.65, MSE = 0.765.

## Variable 229 added with crit = 832.22, MSE = 0.762.

## Variable 230 added with crit = 832.15, MSE = 0.76.

## Variable 245 added with crit = 829.81, MSE = 0.756.

## Variable 287 added with crit = 828.98, MSE = 0.753.

## Variable 296 added with crit = 827.96, MSE = 0.75.

## Variable 322 added with crit = 827.79, MSE = 0.748.

## Variable 326 added with crit = 822.56, MSE = 0.741.

## Variable 334 added with crit = 821.1, MSE = 0.737.

## Variable 344 added with crit = 811.02, MSE = 0.725.

## Variable 345 added with crit = 810.22, MSE = 0.722.

## Variable 369 added with crit = 801.43, MSE = 0.711.

## Variable 376 added with crit = 801, MSE = 0.709.

## Variable 388 added with crit = 798.12, MSE = 0.704.

## Variable 398 added with crit = 797.37, MSE = 0.701.

## Variable 406 added with crit = 796.53, MSE = 0.699.

## Variable 411 added with crit = 796.5, MSE = 0.696.

## Variable 412 added with crit = 795.5, MSE = 0.693.

## Variable 427 added with crit = 794.52, MSE = 0.691.

## Variable 429 added with crit = 793.47, MSE = 0.687.

## Variable 437 added with crit = 792.66, MSE = 0.685.

## Variable 442 added with crit = 792.61, MSE = 0.683.

## Variable 443 added with crit = 791.8, MSE = 0.68.

## Variable 446 added with crit = 791.76, MSE = 0.678.

## Variable 447 added with crit = 790.55, MSE = 0.675.

## Variable 453 added with crit = 789.06, MSE = 0.671.

## Variable 456 added with crit = 786.05, MSE = 0.666.

## Variable 465 added with crit = 784.66, MSE = 0.663.

## Variable 471 added with crit = 782.84, MSE = 0.659.

## Variable 477 added with crit = 782.56, MSE = 0.657.

## Variable 483 added with crit = 781.53, MSE = 0.654.

## Variable 484 added with crit = 779.94, MSE = 0.65.

## Variable 489 added with crit = 779.71, MSE = 0.648.

## Variable 513 added with crit = 779.55, MSE = 0.646.

## Variable 517 added with crit = 777.78, MSE = 0.642.

## Variable 522 added with crit = 777.29, MSE = 0.639.

## Variable 523 added with crit = 777.21, MSE = 0.637.

## Done.

## Starting the fast-forward, 0 variables, crit = -105.8, MSE = 0.9.

## Variable 2 added with crit = -106.77, MSE = 0.897.

## Variable 3 added with crit = -120.33, MSE = 0.883.

## Variable 4 added with crit = -120.92, MSE = 0.881.

## Variable 5 added with crit = -121.94, MSE = 0.878.

## Variable 6 added with crit = -130.21, MSE = 0.869.

## Variable 10 added with crit = -130.28, MSE = 0.867.

## Variable 22 added with crit = -132.34, MSE = 0.864.

## Variable 25 added with crit = -132.47, MSE = 0.862.

## Variable 47 added with crit = -132.71, MSE = 0.86.

## Variable 49 added with crit = -132.82, MSE = 0.858.

## Variable 54 added with crit = -132.91, MSE = 0.856.

## Variable 58 added with crit = -132.99, MSE = 0.855.

## Variable 59 added with crit = -136.78, MSE = 0.85.

## Variable 64 added with crit = -137.88, MSE = 0.847.

## Variable 65 added with crit = -138.9, MSE = 0.845.

## Variable 66 added with crit = -139.65, MSE = 0.842.

## Variable 67 added with crit = -139.88, MSE = 0.84.

## Variable 71 added with crit = -146.29, MSE = 0.833.

## Variable 72 added with crit = -148.75, MSE = 0.83.

## Variable 78 added with crit = -149.18, MSE = 0.828.

## Variable 82 added with crit = -150.21, MSE = 0.825.

## Variable 88 added with crit = -152.85, MSE = 0.821.

## Variable 90 added with crit = -153.54, MSE = 0.819.

## Variable 95 added with crit = -157.01, MSE = 0.815.

## Variable 109 added with crit = -157.41, MSE = 0.813.

## Variable 115 added with crit = -160.04, MSE = 0.809.

## Variable 120 added with crit = -162.85, MSE = 0.805.

## Variable 127 added with crit = -163.34, MSE = 0.803.

## Variable 128 added with crit = -163.8, MSE = 0.801.

## Variable 130 added with crit = -163.93, MSE = 0.799.

## Variable 132 added with crit = -178.78, MSE = 0.786.

## Variable 133 added with crit = -179.32, MSE = 0.784.

## Variable 141 added with crit = -180.21, MSE = 0.782.

## Variable 146 added with crit = -180.4, MSE = 0.78.

## Variable 148 added with crit = -181.51, MSE = 0.778.

## Variable 149 added with crit = -181.97, MSE = 0.776.

## Variable 152 added with crit = -183.32, MSE = 0.773.

## Variable 155 added with crit = -186.96, MSE = 0.769.

## Variable 175 added with crit = -191.31, MSE = 0.764.

## Variable 185 added with crit = -192.71, MSE = 0.761.

## Variable 196 added with crit = -198.18, MSE = 0.756.

## Variable 198 added with crit = -199.59, MSE = 0.753.

## Variable 210 added with crit = -199.73, MSE = 0.751.

## Variable 211 added with crit = -201.46, MSE = 0.749.

## Variable 225 added with crit = -204.35, MSE = 0.745.

## Variable 229 added with crit = -206.05, MSE = 0.742.

## Variable 230 added with crit = -206.34, MSE = 0.741.

## Variable 245 added with crit = -209.86, MSE = 0.736.

## Variable 253 added with crit = -211.48, MSE = 0.734.

## Variable 280 added with crit = -211.86, MSE = 0.732.

## Variable 287 added with crit = -214.48, MSE = 0.729.

## Variable 291 added with crit = -214.63, MSE = 0.727.

## Variable 296 added with crit = -217.12, MSE = 0.724.

## Variable 322 added with crit = -217.38, MSE = 0.722.

## Variable 326 added with crit = -224.93, MSE = 0.715.

## Variable 331 added with crit = -225, MSE = 0.714.

## Variable 334 added with crit = -227.4, MSE = 0.711.

## Variable 344 added with crit = -243.47, MSE = 0.698.

## Variable 345 added with crit = -245.45, MSE = 0.695.

## Variable 351 added with crit = -246.18, MSE = 0.693.

## Variable 369 added with crit = -257.71, MSE = 0.684.

## Variable 376 added with crit = -258.98, MSE = 0.682.

## Variable 388 added with crit = -264.01, MSE = 0.677.

## Variable 398 added with crit = -265.9, MSE = 0.674.

## Variable 406 added with crit = -267.61, MSE = 0.672.

## Variable 411 added with crit = -268.62, MSE = 0.67.

## Variable 412 added with crit = -272.13, MSE = 0.666.

## Variable 422 added with crit = -273.51, MSE = 0.664.

## Variable 427 added with crit = -276.87, MSE = 0.66.

## Variable 429 added with crit = -280.16, MSE = 0.657.

## Done.

## Starting the fast-forward, 0 variables, crit = 1022.72, MSE = 1.023.

## Variable 2 added with crit = 1020.24, MSE = 1.018.

## Variable 3 added with crit = 1016.85, MSE = 1.013.

## Variable 4 added with crit = 1008.25, MSE = 1.002.

## Variable 5 added with crit = 998.31, MSE = 0.99.

## Variable 6 added with crit = 989.62, MSE = 0.98.

## Variable 8 added with crit = 987.17, MSE = 0.975.

## Variable 11 added with crit = 983.6, MSE = 0.97.

## Variable 13 added with crit = 982.13, MSE = 0.966.

## Variable 17 added with crit = 981.23, MSE = 0.963.

## Variable 21 added with crit = 980.59, MSE = 0.961.

## Variable 40 added with crit = 979.49, MSE = 0.957.

## Variable 51 added with crit = 979.48, MSE = 0.955.

## Variable 53 added with crit = 974.77, MSE = 0.949.

## Variable 66 added with crit = 972.09, MSE = 0.944.

## Variable 73 added with crit = 971.01, MSE = 0.941.

## Variable 83 added with crit = 970.42, MSE = 0.938.

## Variable 103 added with crit = 969.45, MSE = 0.935.

## Variable 104 added with crit = 968.9, MSE = 0.933.

## Variable 112 added with crit = 967.06, MSE = 0.929.

## Variable 116 added with crit = 966.99, MSE = 0.927.

## Variable 123 added with crit = 965.23, MSE = 0.923.

## Variable 135 added with crit = 962.68, MSE = 0.919.

## Variable 155 added with crit = 959.76, MSE = 0.914.

## Variable 164 added with crit = 954.73, MSE = 0.907.

## Variable 202 added with crit = 954.34, MSE = 0.904.

## Variable 204 added with crit = 953.3, MSE = 0.901.

## Variable 209 added with crit = 949.8, MSE = 0.896.

## Variable 212 added with crit = 949.66, MSE = 0.894.

## Variable 217 added with crit = 949.21, MSE = 0.891.

## Variable 221 added with crit = 947.75, MSE = 0.888.

## Variable 230 added with crit = 947.69, MSE = 0.886.

## Variable 243 added with crit = 947.6, MSE = 0.884.

## Variable 248 added with crit = 946.81, MSE = 0.881.

## Variable 249 added with crit = 945.22, MSE = 0.877.

## Variable 250 added with crit = 940.19, MSE = 0.87.

## Variable 253 added with crit = 937.29, MSE = 0.865.

## Variable 255 added with crit = 937.11, MSE = 0.863.

## Variable 257 added with crit = 936.35, MSE = 0.86.

## Variable 288 added with crit = 932.76, MSE = 0.855.

## Variable 292 added with crit = 931.62, MSE = 0.852.

## Variable 297 added with crit = 928.97, MSE = 0.847.

## Variable 301 added with crit = 928.8, MSE = 0.845.

## Variable 318 added with crit = 928.25, MSE = 0.842.

## Variable 320 added with crit = 927.48, MSE = 0.839.

## Variable 327 added with crit = 926.61, MSE = 0.837.

## Variable 341 added with crit = 926.53, MSE = 0.835.

## Variable 379 added with crit = 926.48, MSE = 0.832.

## Variable 384 added with crit = 924.61, MSE = 0.829.

## Variable 390 added with crit = 924.53, MSE = 0.827.

## Variable 392 added with crit = 924.36, MSE = 0.824.

## Variable 403 added with crit = 920.22, MSE = 0.818.

## Variable 420 added with crit = 918.13, MSE = 0.814.

## Variable 421 added with crit = 917.46, MSE = 0.811.

## Variable 428 added with crit = 915.11, MSE = 0.807.

## Variable 429 added with crit = 914.91, MSE = 0.805.

## Variable 438 added with crit = 914.79, MSE = 0.803.

## Variable 440 added with crit = 907.7, MSE = 0.794.

## Variable 447 added with crit = 907.42, MSE = 0.791.

## Variable 461 added with crit = 907.19, MSE = 0.789.

## Variable 462 added with crit = 906.77, MSE = 0.787.

## Variable 468 added with crit = 905.08, MSE = 0.783.

## Variable 484 added with crit = 905.06, MSE = 0.781.

## Variable 490 added with crit = 904.07, MSE = 0.778.

## Variable 512 added with crit = 899.32, MSE = 0.771.

## Variable 544 added with crit = 897.4, MSE = 0.767.

## Variable 550 added with crit = 897.05, MSE = 0.765.

## Variable 566 added with crit = 896.63, MSE = 0.763.

## Variable 576 added with crit = 896.59, MSE = 0.761.

## Variable 582 added with crit = 895.47, MSE = 0.757.

## Variable 586 added with crit = 894.93, MSE = 0.755.

## Done.

## Starting the fast-forward, 0 variables, crit = 22.47, MSE = 1.023.

## Variable 2 added with crit = 20.07, MSE = 1.018.

## Variable 3 added with crit = 16.77, MSE = 1.013.

## Variable 4 added with crit = 8.24, MSE = 1.002.

## Variable 5 added with crit = -1.74, MSE = 0.99.

## Variable 6 added with crit = -10.59, MSE = 0.98.

## Variable 8 added with crit = -13.14, MSE = 0.975.

## Variable 11 added with crit = -16.87, MSE = 0.97.

## Variable 13 added with crit = -18.46, MSE = 0.966.

## Variable 17 added with crit = -19.46, MSE = 0.963.

## Variable 21 added with crit = -20.2, MSE = 0.961.

## Variable 28 added with crit = -20.22, MSE = 0.959.

## Variable 30 added with crit = -20.23, MSE = 0.957.

## Variable 40 added with crit = -21.48, MSE = 0.954.

## Variable 53 added with crit = -27.31, MSE = 0.946.

## Variable 66 added with crit = -30.57, MSE = 0.941.

## Variable 73 added with crit = -32, MSE = 0.938.

## Variable 83 added with crit = -32.57, MSE = 0.936.

## Variable 100 added with crit = -33.12, MSE = 0.933.

## Variable 103 added with crit = -34.28, MSE = 0.93.

## Variable 104 added with crit = -34.48, MSE = 0.928.

## Variable 112 added with crit = -36.56, MSE = 0.924.

## Variable 116 added with crit = -37.21, MSE = 0.922.

## Variable 119 added with crit = -37.52, MSE = 0.92.

## Variable 123 added with crit = -40.34, MSE = 0.915.

## Variable 135 added with crit = -43.75, MSE = 0.911.

## Variable 155 added with crit = -47.44, MSE = 0.905.

## Variable 164 added with crit = -53.03, MSE = 0.898.

## Variable 165 added with crit = -53.38, MSE = 0.896.

## Variable 192 added with crit = -53.67, MSE = 0.894.

## Variable 202 added with crit = -54.14, MSE = 0.892.

## Variable 204 added with crit = -55.8, MSE = 0.889.

## Variable 209 added with crit = -58.98, MSE = 0.884.

## Variable 212 added with crit = -59.73, MSE = 0.882.

## Variable 217 added with crit = -60.96, MSE = 0.879.

## Variable 219 added with crit = -61.27, MSE = 0.877.

## Variable 221 added with crit = -63.53, MSE = 0.873.

## Variable 222 added with crit = -63.7, MSE = 0.871.

## Variable 243 added with crit = -64.5, MSE = 0.869.

## Variable 248 added with crit = -66.29, MSE = 0.866.

## Variable 249 added with crit = -67.9, MSE = 0.863.

## Variable 250 added with crit = -72.97, MSE = 0.856.

## Variable 253 added with crit = -77.03, MSE = 0.851.

## Variable 255 added with crit = -77.81, MSE = 0.849.

## Variable 257 added with crit = -78.7, MSE = 0.846.

## Variable 288 added with crit = -82.87, MSE = 0.841.

## Variable 292 added with crit = -84.37, MSE = 0.838.

## Variable 297 added with crit = -86.97, MSE = 0.834.

## Variable 299 added with crit = -87.29, MSE = 0.833.

## Variable 301 added with crit = -87.68, MSE = 0.831.

## Variable 314 added with crit = -88.29, MSE = 0.828.

## Variable 317 added with crit = -88.31, MSE = 0.827.

## Variable 318 added with crit = -90.15, MSE = 0.824.

## Variable 320 added with crit = -91.27, MSE = 0.821.

## Variable 327 added with crit = -92.97, MSE = 0.818.

## Variable 341 added with crit = -93.37, MSE = 0.816.

## Variable 345 added with crit = -94.54, MSE = 0.813.

## Variable 346 added with crit = -95.18, MSE = 0.811.

## Variable 350 added with crit = -95.33, MSE = 0.81.

## Variable 354 added with crit = -95.79, MSE = 0.808.

## Variable 379 added with crit = -97.21, MSE = 0.805.

## Variable 383 added with crit = -97.91, MSE = 0.803.

## Variable 384 added with crit = -100.58, MSE = 0.799.

## Variable 390 added with crit = -101.79, MSE = 0.796.

## Variable 391 added with crit = -102.43, MSE = 0.794.

## Variable 392 added with crit = -103.76, MSE = 0.792.

## Variable 403 added with crit = -109.03, MSE = 0.786.

## Variable 420 added with crit = -110.79, MSE = 0.783.

## Variable 421 added with crit = -113.28, MSE = 0.779.

## Variable 425 added with crit = -113.29, MSE = 0.778.

## Variable 428 added with crit = -116.33, MSE = 0.774.

## Done.

## Starting the fast-forward, 0 variables, crit = 1119.08, MSE = 1.119.

## Variable 2 added with crit = 1118.37, MSE = 1.116.

## Variable 3 added with crit = 1109.69, MSE = 1.106.

## Variable 4 added with crit = 1102.3, MSE = 1.096.

## Variable 5 added with crit = 1100.03, MSE = 1.092.

## Variable 6 added with crit = 1093.09, MSE = 1.083.

## Variable 14 added with crit = 1091.05, MSE = 1.079.

## Variable 16 added with crit = 1088.68, MSE = 1.075.

## Variable 25 added with crit = 1087.41, MSE = 1.071.

## Variable 39 added with crit = 1085.76, MSE = 1.068.

## Variable 40 added with crit = 1085.36, MSE = 1.065.

## Variable 49 added with crit = 1084.95, MSE = 1.063.

## Variable 58 added with crit = 1084.62, MSE = 1.061.

## Variable 64 added with crit = 1084.48, MSE = 1.058.

## Variable 78 added with crit = 1084.34, MSE = 1.056.

## Variable 81 added with crit = 1082.49, MSE = 1.052.

## Variable 82 added with crit = 1080.92, MSE = 1.049.

## Variable 103 added with crit = 1076.3, MSE = 1.042.

## Variable 104 added with crit = 1075.18, MSE = 1.039.

## Variable 105 added with crit = 1073.67, MSE = 1.036.

## Variable 109 added with crit = 1071.93, MSE = 1.032.

## Variable 119 added with crit = 1067.46, MSE = 1.025.

## Variable 120 added with crit = 1067.06, MSE = 1.023.

## Variable 122 added with crit = 1065.74, MSE = 1.02.

## Variable 124 added with crit = 1064.64, MSE = 1.017.

## Variable 137 added with crit = 1061.68, MSE = 1.012.

## Variable 142 added with crit = 1058.98, MSE = 1.007.

## Variable 145 added with crit = 1055.89, MSE = 1.002.

## Variable 160 added with crit = 1053.68, MSE = 0.998.

## Variable 176 added with crit = 1051.61, MSE = 0.994.

## Variable 197 added with crit = 1051.09, MSE = 0.991.

## Variable 209 added with crit = 1050.71, MSE = 0.989.

## Variable 223 added with crit = 1049.39, MSE = 0.985.

## Variable 226 added with crit = 1049.11, MSE = 0.983.

## Variable 240 added with crit = 1048.78, MSE = 0.981.

## Variable 249 added with crit = 1047.82, MSE = 0.978.

## Variable 259 added with crit = 1046.12, MSE = 0.974.

## Variable 284 added with crit = 1045.92, MSE = 0.972.

## Variable 288 added with crit = 1044.41, MSE = 0.968.

## Variable 291 added with crit = 1041.16, MSE = 0.963.

## Variable 294 added with crit = 1040.12, MSE = 0.96.

## Variable 298 added with crit = 1038.94, MSE = 0.957.

## Variable 299 added with crit = 1038.79, MSE = 0.955.

## Variable 307 added with crit = 1036.28, MSE = 0.95.

## Variable 310 added with crit = 1035.5, MSE = 0.948.

## Variable 313 added with crit = 1034.52, MSE = 0.945.

## Variable 320 added with crit = 1033.79, MSE = 0.942.

## Variable 322 added with crit = 1030.98, MSE = 0.937.

## Variable 332 added with crit = 1028.34, MSE = 0.932.

## Variable 344 added with crit = 1024.85, MSE = 0.927.

## Variable 346 added with crit = 1017.19, MSE = 0.917.

## Variable 349 added with crit = 1016.78, MSE = 0.915.

## Variable 355 added with crit = 1016.15, MSE = 0.912.

## Variable 356 added with crit = 1014.84, MSE = 0.909.

## Variable 361 added with crit = 1014.58, MSE = 0.907.

## Variable 374 added with crit = 1013.96, MSE = 0.904.

## Variable 383 added with crit = 1013.81, MSE = 0.902.

## Variable 384 added with crit = 1013.7, MSE = 0.9.

## Variable 385 added with crit = 1013.58, MSE = 0.898.

## Variable 396 added with crit = 1011.01, MSE = 0.893.

## Variable 397 added with crit = 1009.49, MSE = 0.889.

## Variable 398 added with crit = 1008.83, MSE = 0.887.

## Variable 404 added with crit = 1006.88, MSE = 0.883.

## Variable 409 added with crit = 1006.07, MSE = 0.88.

## Variable 410 added with crit = 1005.27, MSE = 0.877.

## Variable 414 added with crit = 996.65, MSE = 0.867.

## Variable 424 added with crit = 989.99, MSE = 0.858.

## Variable 429 added with crit = 989.83, MSE = 0.856.

## Variable 430 added with crit = 987.9, MSE = 0.852.

## Variable 439 added with crit = 984.11, MSE = 0.846.

## Variable 440 added with crit = 982.42, MSE = 0.842.

## Done.

## Starting the fast-forward, 0 variables, crit = 112.51, MSE = 1.119.

## Variable 2 added with crit = 112.08, MSE = 1.116.

## Variable 3 added with crit = 104.47, MSE = 1.106.

## Variable 4 added with crit = 97.94, MSE = 1.096.

## Variable 5 added with crit = 96.04, MSE = 1.092.

## Variable 6 added with crit = 89.82, MSE = 1.083.

## Variable 14 added with crit = 88.08, MSE = 1.079.

## Variable 16 added with crit = 86.02, MSE = 1.075.

## Variable 25 added with crit = 84.98, MSE = 1.071.

## Variable 39 added with crit = 83.56, MSE = 1.068.

## Variable 40 added with crit = 83.31, MSE = 1.065.

## Variable 49 added with crit = 83.05, MSE = 1.063.

## Variable 58 added with crit = 82.86, MSE = 1.061.

## Variable 64 added with crit = 82.83, MSE = 1.058.

## Variable 78 added with crit = 82.81, MSE = 1.056.

## Variable 81 added with crit = 81.16, MSE = 1.052.

## Variable 82 added with crit = 79.76, MSE = 1.049.

## Variable 103 added with crit = 75.43, MSE = 1.042.

## Variable 104 added with crit = 74.43, MSE = 1.039.

## Variable 105 added with crit = 73.05, MSE = 1.036.

## Variable 109 added with crit = 71.43, MSE = 1.032.

## Variable 119 added with crit = 67.14, MSE = 1.025.

## Variable 120 added with crit = 66.79, MSE = 1.023.

## Variable 122 added with crit = 65.54, MSE = 1.02.

## Variable 124 added with crit = 64.5, MSE = 1.017.

## Variable 137 added with crit = 61.61, MSE = 1.012.

## Variable 142 added with crit = 58.95, MSE = 1.007.

## Variable 145 added with crit = 55.89, MSE = 1.002.

## Variable 160 added with crit = 53.68, MSE = 0.998.

## Variable 176 added with crit = 51.59, MSE = 0.994.

## Variable 197 added with crit = 51.05, MSE = 0.991.

## Variable 209 added with crit = 50.64, MSE = 0.989.

## Variable 223 added with crit = 49.28, MSE = 0.985.

## Variable 226 added with crit = 48.96, MSE = 0.983.

## Variable 240 added with crit = 48.59, MSE = 0.981.

## Variable 249 added with crit = 47.57, MSE = 0.978.

## Variable 259 added with crit = 45.78, MSE = 0.974.

## Variable 284 added with crit = 45.52, MSE = 0.972.

## Variable 288 added with crit = 43.9, MSE = 0.968.

## Variable 291 added with crit = 40.46, MSE = 0.963.

## Variable 294 added with crit = 39.31, MSE = 0.96.

## Variable 298 added with crit = 37.99, MSE = 0.957.

## Variable 299 added with crit = 37.73, MSE = 0.955.

## Variable 307 added with crit = 35, MSE = 0.95.

## Variable 310 added with crit = 34.08, MSE = 0.948.

## Variable 313 added with crit = 32.92, MSE = 0.945.

## Variable 320 added with crit = 32.02, MSE = 0.942.

## Variable 322 added with crit = 28.9, MSE = 0.937.

## Variable 332 added with crit = 25.94, MSE = 0.932.

## Variable 338 added with crit = 25.92, MSE = 0.93.

## Variable 344 added with crit = 21.76, MSE = 0.925.

## Variable 346 added with crit = 12.94, MSE = 0.915.

## Variable 349 added with crit = 12.35, MSE = 0.912.

## Variable 350 added with crit = 12.25, MSE = 0.911.

## Variable 355 added with crit = 11.35, MSE = 0.908.

## Variable 356 added with crit = 9.64, MSE = 0.905.

## Variable 361 added with crit = 9.29, MSE = 0.902.

## Variable 374 added with crit = 8.69, MSE = 0.9.

## Variable 383 added with crit = 8.65, MSE = 0.898.

## Variable 384 added with crit = 8.51, MSE = 0.896.

## Variable 385 added with crit = 8.34, MSE = 0.894.

## Variable 396 added with crit = 5.48, MSE = 0.89.

## Variable 397 added with crit = 3.87, MSE = 0.887.

## Variable 398 added with crit = 2.82, MSE = 0.884.

## Variable 401 added with crit = 2.51, MSE = 0.882.

## Variable 404 added with crit = 0.05, MSE = 0.878.

## Variable 408 added with crit = -0.37, MSE = 0.876.

## Variable 409 added with crit = -2.43, MSE = 0.872.

## Variable 410 added with crit = -3.89, MSE = 0.869.

## Variable 414 added with crit = -14.17, MSE = 0.859.

## Variable 415 added with crit = -14.6, MSE = 0.857.

## Done.

## Starting the fast-forward, 0 variables, crit = 1060.85, MSE = 1.061.

## Variable 2 added with crit = 1044.17, MSE = 1.042.

## Variable 3 added with crit = 1026.54, MSE = 1.023.

## Variable 4 added with crit = 1010.82, MSE = 1.005.

## Variable 5 added with crit = 1008.7, MSE = 1.001.

## Variable 6 added with crit = 1001.82, MSE = 0.992.

## Variable 11 added with crit = 1001.45, MSE = 0.989.

## Variable 28 added with crit = 1000.77, MSE = 0.987.

## Variable 32 added with crit = 1000.13, MSE = 0.984.

## Variable 33 added with crit = 996.2, MSE = 0.978.

## Variable 39 added with crit = 994.79, MSE = 0.975.

## Variable 40 added with crit = 994.54, MSE = 0.973.

## Variable 42 added with crit = 993.43, MSE = 0.969.

## Variable 44 added with crit = 992.73, MSE = 0.967.

## Variable 48 added with crit = 992.35, MSE = 0.964.

## Variable 61 added with crit = 991.51, MSE = 0.962.

## Variable 62 added with crit = 989.8, MSE = 0.958.

## Variable 90 added with crit = 987.14, MSE = 0.953.

## Variable 110 added with crit = 984.57, MSE = 0.949.

## Variable 113 added with crit = 984.1, MSE = 0.946.

## Variable 116 added with crit = 982.34, MSE = 0.942.

## Variable 123 added with crit = 981.42, MSE = 0.939.

## Variable 126 added with crit = 981.19, MSE = 0.937.

## Variable 133 added with crit = 979.15, MSE = 0.933.

## Variable 141 added with crit = 976.71, MSE = 0.929.

## Variable 144 added with crit = 976.5, MSE = 0.927.

## Variable 146 added with crit = 976.18, MSE = 0.924.

## Variable 150 added with crit = 973.46, MSE = 0.919.

## Variable 154 added with crit = 972.44, MSE = 0.916.

## Variable 155 added with crit = 971.85, MSE = 0.914.

## Variable 158 added with crit = 971.76, MSE = 0.912.

## Variable 170 added with crit = 971.43, MSE = 0.909.

## Variable 173 added with crit = 969.94, MSE = 0.906.

## Variable 174 added with crit = 968.89, MSE = 0.903.

## Variable 178 added with crit = 962.61, MSE = 0.895.

## Variable 184 added with crit = 959.99, MSE = 0.89.

## Variable 186 added with crit = 954.5, MSE = 0.883.

## Variable 199 added with crit = 954.21, MSE = 0.88.

## Variable 215 added with crit = 954.13, MSE = 0.878.

## Variable 229 added with crit = 953.45, MSE = 0.875.

## Variable 230 added with crit = 953.24, MSE = 0.873.

## Variable 239 added with crit = 952.92, MSE = 0.871.

## Variable 240 added with crit = 952.35, MSE = 0.868.

## Variable 242 added with crit = 951.08, MSE = 0.865.

## Variable 243 added with crit = 948.8, MSE = 0.861.

## Variable 248 added with crit = 948.61, MSE = 0.859.

## Variable 257 added with crit = 943.4, MSE = 0.851.

## Variable 261 added with crit = 942.95, MSE = 0.849.

## Variable 264 added with crit = 942.21, MSE = 0.846.

## Variable 266 added with crit = 941.7, MSE = 0.844.

## Variable 268 added with crit = 941.27, MSE = 0.841.

## Variable 269 added with crit = 939.6, MSE = 0.838.

## Variable 279 added with crit = 938.93, MSE = 0.835.

## Variable 290 added with crit = 936.31, MSE = 0.83.

## Variable 303 added with crit = 935.22, MSE = 0.827.

## Variable 310 added with crit = 933.87, MSE = 0.824.

## Variable 316 added with crit = 932.33, MSE = 0.82.

## Variable 321 added with crit = 931.58, MSE = 0.818.

## Variable 323 added with crit = 930.4, MSE = 0.814.

## Variable 330 added with crit = 929.39, MSE = 0.811.

## Variable 335 added with crit = 929.16, MSE = 0.809.

## Variable 338 added with crit = 928.77, MSE = 0.807.

## Variable 364 added with crit = 925.76, MSE = 0.802.

## Variable 372 added with crit = 921.76, MSE = 0.796.

## Variable 400 added with crit = 921.27, MSE = 0.793.

## Variable 412 added with crit = 915.19, MSE = 0.785.

## Variable 416 added with crit = 914.69, MSE = 0.783.

## Variable 418 added with crit = 913.77, MSE = 0.78.

## Variable 427 added with crit = 911.33, MSE = 0.775.

## Variable 443 added with crit = 908.78, MSE = 0.771.

## Variable 446 added with crit = 908.4, MSE = 0.768.

## Done.

## Starting the fast-forward, 0 variables, crit = 59.07, MSE = 1.061.

## Variable 2 added with crit = 43.3, MSE = 1.042.

## Variable 3 added with crit = 26.29, MSE = 1.023.

## Variable 4 added with crit = 10.81, MSE = 1.005.

## Variable 5 added with crit = 8.7, MSE = 1.001.

## Variable 6 added with crit = 1.79, MSE = 0.992.

## Variable 11 added with crit = 1.39, MSE = 0.989.

## Variable 28 added with crit = 0.69, MSE = 0.987.

## Variable 32 added with crit = 0, MSE = 0.984.

## Variable 33 added with crit = -4.04, MSE = 0.978.

## Variable 39 added with crit = -5.53, MSE = 0.975.

## Variable 40 added with crit = -5.84, MSE = 0.973.

## Variable 42 added with crit = -7.04, MSE = 0.969.

## Variable 44 added with crit = -7.84, MSE = 0.967.

## Variable 48 added with crit = -8.3, MSE = 0.964.

## Variable 61 added with crit = -9.25, MSE = 0.962.

## Variable 62 added with crit = -11.11, MSE = 0.958.

## Variable 90 added with crit = -13.99, MSE = 0.953.

## Variable 110 added with crit = -16.8, MSE = 0.949.

## Variable 113 added with crit = -17.41, MSE = 0.946.

## Variable 116 added with crit = -19.39, MSE = 0.942.

## Variable 123 added with crit = -20.49, MSE = 0.939.

## Variable 126 added with crit = -20.87, MSE = 0.937.

## Variable 133 added with crit = -23.18, MSE = 0.933.

## Variable 141 added with crit = -25.96, MSE = 0.929.

## Variable 144 added with crit = -26.34, MSE = 0.927.

## Variable 146 added with crit = -26.85, MSE = 0.924.

## Variable 150 added with crit = -29.97, MSE = 0.919.

## Variable 154 added with crit = -31.26, MSE = 0.916.

## Variable 155 added with crit = -32.09, MSE = 0.914.

## Variable 158 added with crit = -32.38, MSE = 0.912.

## Variable 170 added with crit = -32.94, MSE = 0.909.

## Variable 173 added with crit = -34.78, MSE = 0.906.

## Variable 174 added with crit = -36.15, MSE = 0.903.

## Variable 178 added with crit = -43.36, MSE = 0.895.

## Variable 184 added with crit = -46.55, MSE = 0.89.

## Variable 186 added with crit = -52.99, MSE = 0.883.

## Variable 195 added with crit = -53, MSE = 0.881.

## Variable 199 added with crit = -53.36, MSE = 0.879.

## Variable 207 added with crit = -53.48, MSE = 0.877.

## Variable 215 added with crit = -53.68, MSE = 0.875.

## Variable 229 added with crit = -54.93, MSE = 0.872.

## Variable 230 added with crit = -55.65, MSE = 0.87.

## Variable 239 added with crit = -56.53, MSE = 0.867.

## Variable 240 added with crit = -57.37, MSE = 0.865.

## Variable 242 added with crit = -59.07, MSE = 0.862.

## Variable 243 added with crit = -61.69, MSE = 0.858.

## Variable 248 added with crit = -62.56, MSE = 0.855.

## Variable 257 added with crit = -68.58, MSE = 0.848.

## Variable 259 added with crit = -69.22, MSE = 0.846.

## Variable 261 added with crit = -70.08, MSE = 0.844.

## Variable 264 added with crit = -71.55, MSE = 0.841.

## Variable 266 added with crit = -72.28, MSE = 0.838.

## Variable 268 added with crit = -73.27, MSE = 0.836.

## Variable 269 added with crit = -75.7, MSE = 0.832.

## Variable 270 added with crit = -76.28, MSE = 0.83.

## Variable 279 added with crit = -77.19, MSE = 0.828.

## Variable 290 added with crit = -81.45, MSE = 0.822.

## Variable 303 added with crit = -83.73, MSE = 0.819.

## Variable 310 added with crit = -85.45, MSE = 0.816.

## Variable 316 added with crit = -88.36, MSE = 0.812.

## Variable 321 added with crit = -89.99, MSE = 0.809.

## Variable 323 added with crit = -92.29, MSE = 0.805.

## Variable 330 added with crit = -93.61, MSE = 0.803.

## Variable 335 added with crit = -94.48, MSE = 0.801.

## Variable 338 added with crit = -95.65, MSE = 0.798.

## Variable 347 added with crit = -95.77, MSE = 0.796.

## Variable 352 added with crit = -95.77, MSE = 0.795.

## Variable 364 added with crit = -99.65, MSE = 0.79.

## Variable 365 added with crit = -100.05, MSE = 0.788.

## Variable 372 added with crit = -106.26, MSE = 0.782.

## Done.

## Starting the fast-forward, 0 variables, crit = 1082.04, MSE = 1.082.

## Variable 2 added with crit = 1080.02, MSE = 1.078.

## Variable 3 added with crit = 1071.32, MSE = 1.067.

## Variable 4 added with crit = 1053.92, MSE = 1.048.

## Variable 5 added with crit = 1050.27, MSE = 1.042.

## Variable 6 added with crit = 1048.02, MSE = 1.038.

## Variable 12 added with crit = 1045.51, MSE = 1.034.

## Variable 15 added with crit = 1041.94, MSE = 1.028.

## Variable 27 added with crit = 1040.67, MSE = 1.025.

## Variable 29 added with crit = 1040, MSE = 1.022.

## Variable 33 added with crit = 1039.88, MSE = 1.02.

## Variable 36 added with crit = 1036.78, MSE = 1.015.

## Variable 54 added with crit = 1036.74, MSE = 1.013.

## Variable 65 added with crit = 1033.84, MSE = 1.008.

## Variable 70 added with crit = 1032.42, MSE = 1.004.

## Variable 75 added with crit = 1031.55, MSE = 1.002.

## Variable 76 added with crit = 1029.98, MSE = 0.998.

## Variable 82 added with crit = 1029.95, MSE = 0.996.

## Variable 96 added with crit = 1029.28, MSE = 0.993.

## Variable 98 added with crit = 1027.62, MSE = 0.99.

## Variable 108 added with crit = 1025.65, MSE = 0.986.

## Variable 110 added with crit = 1025.05, MSE = 0.983.

## Variable 123 added with crit = 1023.64, MSE = 0.98.

## Variable 156 added with crit = 1023.03, MSE = 0.977.

## Variable 159 added with crit = 1022.25, MSE = 0.974.

## Variable 166 added with crit = 1018.08, MSE = 0.968.

## Variable 193 added with crit = 1015.78, MSE = 0.964.

## Variable 195 added with crit = 1013.11, MSE = 0.959.

## Variable 198 added with crit = 1012.89, MSE = 0.957.

## Variable 218 added with crit = 1010.94, MSE = 0.953.

## Variable 225 added with crit = 1010.36, MSE = 0.95.

## Variable 231 added with crit = 1007.55, MSE = 0.946.

## Variable 242 added with crit = 1006.73, MSE = 0.943.

## Variable 248 added with crit = 1003.09, MSE = 0.937.

## Variable 255 added with crit = 1002.26, MSE = 0.934.

## Variable 263 added with crit = 998.92, MSE = 0.929.

## Variable 276 added with crit = 997.03, MSE = 0.925.

## Variable 280 added with crit = 994.02, MSE = 0.92.

## Variable 296 added with crit = 992.4, MSE = 0.916.

## Variable 316 added with crit = 991.49, MSE = 0.913.

## Variable 327 added with crit = 990.47, MSE = 0.91.

## Variable 333 added with crit = 986.91, MSE = 0.905.

## Variable 343 added with crit = 983.86, MSE = 0.9.

## Variable 347 added with crit = 982.4, MSE = 0.896.

## Variable 370 added with crit = 982.4, MSE = 0.894.

## Variable 371 added with crit = 975.14, MSE = 0.885.

## Variable 374 added with crit = 973.82, MSE = 0.882.

## Variable 387 added with crit = 972.51, MSE = 0.879.

## Variable 415 added with crit = 970.35, MSE = 0.874.

## Variable 420 added with crit = 965.94, MSE = 0.868.

## Variable 426 added with crit = 964.45, MSE = 0.864.

## Variable 433 added with crit = 963.28, MSE = 0.861.

## Variable 459 added with crit = 961.53, MSE = 0.858.

## Variable 463 added with crit = 959.63, MSE = 0.854.

## Variable 478 added with crit = 957.73, MSE = 0.85.

## Variable 483 added with crit = 953.34, MSE = 0.843.

## Variable 485 added with crit = 953.19, MSE = 0.841.

## Variable 486 added with crit = 953.02, MSE = 0.839.

## Variable 493 added with crit = 952.82, MSE = 0.837.

## Variable 505 added with crit = 951.45, MSE = 0.833.

## Variable 509 added with crit = 951.33, MSE = 0.831.

## Variable 510 added with crit = 951.16, MSE = 0.829.

## Variable 512 added with crit = 948.82, MSE = 0.825.

## Variable 519 added with crit = 947.44, MSE = 0.821.

## Variable 532 added with crit = 945.67, MSE = 0.818.

## Variable 533 added with crit = 943.81, MSE = 0.814.

## Variable 535 added with crit = 943.78, MSE = 0.812.

## Variable 538 added with crit = 942.6, MSE = 0.809.

## Variable 548 added with crit = 940.92, MSE = 0.805.

## Variable 557 added with crit = 940.78, MSE = 0.803.

## Variable 561 added with crit = 939.07, MSE = 0.799.

## Done.

## Starting the fast-forward, 0 variables, crit = 78.84, MSE = 1.082.

## Variable 2 added with crit = 77.13, MSE = 1.078.

## Variable 3 added with crit = 69.15, MSE = 1.067.

## Variable 4 added with crit = 52.81, MSE = 1.048.

## Variable 5 added with crit = 49.4, MSE = 1.042.

## Variable 6 added with crit = 47.31, MSE = 1.038.

## Variable 12 added with crit = 44.96, MSE = 1.034.

## Variable 15 added with crit = 41.56, MSE = 1.028.

## Variable 27 added with crit = 40.37, MSE = 1.025.

## Variable 29 added with crit = 39.76, MSE = 1.022.

## Variable 33 added with crit = 39.68, MSE = 1.02.

## Variable 36 added with crit = 36.67, MSE = 1.015.

## Variable 54 added with crit = 36.66, MSE = 1.013.

## Variable 65 added with crit = 33.81, MSE = 1.008.

## Variable 70 added with crit = 32.41, MSE = 1.004.

## Variable 75 added with crit = 31.55, MSE = 1.002.

## Variable 76 added with crit = 29.98, MSE = 0.998.

## Variable 82 added with crit = 29.95, MSE = 0.996.

## Variable 96 added with crit = 29.26, MSE = 0.993.

## Variable 98 added with crit = 27.57, MSE = 0.99.

## Variable 108 added with crit = 25.55, MSE = 0.986.

## Variable 110 added with crit = 24.91, MSE = 0.983.

## Variable 123 added with crit = 23.43, MSE = 0.98.

## Variable 156 added with crit = 22.76, MSE = 0.977.

## Variable 159 added with crit = 21.91, MSE = 0.974.

## Variable 166 added with crit = 17.56, MSE = 0.968.

## Variable 193 added with crit = 15.11, MSE = 0.964.

## Variable 195 added with crit = 12.25, MSE = 0.959.

## Variable 198 added with crit = 11.93, MSE = 0.957.

## Variable 216 added with crit = 11.84, MSE = 0.955.

## Variable 218 added with crit = 9.7, MSE = 0.951.

## Variable 225 added with crit = 9.29, MSE = 0.949.

## Variable 231 added with crit = 6.06, MSE = 0.944.

## Variable 242 added with crit = 4.91, MSE = 0.941.

## Variable 248 added with crit = 1.22, MSE = 0.935.

## Variable 255 added with crit = -0.05, MSE = 0.932.

## Variable 263 added with crit = -3.77, MSE = 0.927.

## Variable 276 added with crit = -5.81, MSE = 0.923.

## Variable 280 added with crit = -9.21, MSE = 0.918.

## Variable 296 added with crit = -11.32, MSE = 0.915.

## Variable 312 added with crit = -11.33, MSE = 0.913.

## Variable 314 added with crit = -11.49, MSE = 0.911.

## Variable 316 added with crit = -13.26, MSE = 0.907.

## Variable 327 added with crit = -14.56, MSE = 0.904.

## Variable 333 added with crit = -19.1, MSE = 0.898.

## Variable 343 added with crit = -22.82, MSE = 0.893.

## Variable 347 added with crit = -24.96, MSE = 0.89.

## Variable 371 added with crit = -33.19, MSE = 0.881.

## Variable 374 added with crit = -34.41, MSE = 0.878.

## Variable 387 added with crit = -36.32, MSE = 0.874.

## Variable 415 added with crit = -39.27, MSE = 0.87.

## Variable 420 added with crit = -45.27, MSE = 0.863.

## Variable 426 added with crit = -47.22, MSE = 0.86.

## Variable 433 added with crit = -48.66, MSE = 0.857.

## Variable 444 added with crit = -49.09, MSE = 0.855.

## Variable 445 added with crit = -49.21, MSE = 0.853.

## Variable 451 added with crit = -49.82, MSE = 0.851.

## Variable 459 added with crit = -52.08, MSE = 0.847.

## Variable 463 added with crit = -55.38, MSE = 0.842.

## Variable 464 added with crit = -55.59, MSE = 0.841.

## Variable 467 added with crit = -56.37, MSE = 0.838.

## Variable 469 added with crit = -56.49, MSE = 0.837.

## Variable 478 added with crit = -57.78, MSE = 0.834.

## Variable 483 added with crit = -62.57, MSE = 0.828.

## Variable 486 added with crit = -62.6, MSE = 0.826.

## Variable 493 added with crit = -64.24, MSE = 0.823.

## Variable 505 added with crit = -65.67, MSE = 0.821.

## Variable 510 added with crit = -66.48, MSE = 0.818.

## Variable 512 added with crit = -69.16, MSE = 0.815.

## Variable 519 added with crit = -71.95, MSE = 0.811.

## Variable 526 added with crit = -72.12, MSE = 0.809.

## Done.

## Starting the fast-forward, 0 variables, crit = 1068.33, MSE = 1.068.

## Variable 2 added with crit = 1058.96, MSE = 1.057.

## Variable 3 added with crit = 1040.64, MSE = 1.037.

## Variable 4 added with crit = 1031.02, MSE = 1.025.

## Variable 5 added with crit = 1015.82, MSE = 1.008.

## Variable 6 added with crit = 1007.24, MSE = 0.997.

## Variable 10 added with crit = 1005.66, MSE = 0.994.

## Variable 14 added with crit = 1004.61, MSE = 0.991.

## Variable 15 added with crit = 1004.06, MSE = 0.988.

## Variable 20 added with crit = 1002.88, MSE = 0.985.

## Variable 21 added with crit = 1000.85, MSE = 0.981.

## Variable 27 added with crit = 999.1, MSE = 0.977.

## Variable 30 added with crit = 998.89, MSE = 0.975.

## Variable 32 added with crit = 998.75, MSE = 0.973.

## Variable 33 added with crit = 998.38, MSE = 0.97.

## Variable 34 added with crit = 990.51, MSE = 0.961.

## Variable 44 added with crit = 988.96, MSE = 0.957.

## Variable 45 added with crit = 987.84, MSE = 0.954.

## Variable 48 added with crit = 987.56, MSE = 0.952.

## Variable 55 added with crit = 986.63, MSE = 0.949.

## Variable 60 added with crit = 982.23, MSE = 0.942.

## Variable 71 added with crit = 977.25, MSE = 0.935.

## Variable 78 added with crit = 976.42, MSE = 0.932.

## Variable 94 added with crit = 975.76, MSE = 0.93.

## Variable 97 added with crit = 970.78, MSE = 0.923.

## Variable 98 added with crit = 969.26, MSE = 0.919.

## Variable 102 added with crit = 968.69, MSE = 0.917.

## Variable 111 added with crit = 968.32, MSE = 0.914.

## Variable 112 added with crit = 966.81, MSE = 0.911.

## Variable 117 added with crit = 957.95, MSE = 0.9.

## Variable 141 added with crit = 957.36, MSE = 0.897.

## Variable 154 added with crit = 954.13, MSE = 0.892.

## Variable 157 added with crit = 953.89, MSE = 0.89.

## Variable 159 added with crit = 953.84, MSE = 0.888.

## Variable 166 added with crit = 953.13, MSE = 0.885.

## Variable 167 added with crit = 952.21, MSE = 0.882.

## Variable 171 added with crit = 949.34, MSE = 0.877.

## Variable 175 added with crit = 948.72, MSE = 0.875.

## Variable 187 added with crit = 948.19, MSE = 0.872.

## Variable 188 added with crit = 947.05, MSE = 0.869.

## Variable 198 added with crit = 946.12, MSE = 0.866.

## Variable 203 added with crit = 945.14, MSE = 0.863.

## Variable 229 added with crit = 943.76, MSE = 0.86.

## Variable 241 added with crit = 943.22, MSE = 0.857.

## Variable 253 added with crit = 942.89, MSE = 0.855.

## Variable 258 added with crit = 942.31, MSE = 0.852.

## Variable 269 added with crit = 942.06, MSE = 0.85.

## Variable 274 added with crit = 941.96, MSE = 0.848.

## Variable 288 added with crit = 941.78, MSE = 0.846.

## Variable 296 added with crit = 941.69, MSE = 0.844.

## Variable 301 added with crit = 939.4, MSE = 0.839.

## Variable 307 added with crit = 938.77, MSE = 0.837.

## Variable 315 added with crit = 937.05, MSE = 0.833.

## Variable 333 added with crit = 936.6, MSE = 0.831.

## Variable 334 added with crit = 930.01, MSE = 0.822.

## Variable 337 added with crit = 924.47, MSE = 0.814.

## Variable 349 added with crit = 923.25, MSE = 0.811.

## Variable 351 added with crit = 922.64, MSE = 0.809.

## Variable 355 added with crit = 920.61, MSE = 0.805.

## Variable 357 added with crit = 919.83, MSE = 0.802.

## Variable 358 added with crit = 916.63, MSE = 0.797.

## Variable 362 added with crit = 916.13, MSE = 0.794.

## Variable 363 added with crit = 915.15, MSE = 0.791.

## Variable 391 added with crit = 913.64, MSE = 0.788.

## Variable 407 added with crit = 911.48, MSE = 0.783.

## Variable 411 added with crit = 910.4, MSE = 0.78.

## Variable 417 added with crit = 909.35, MSE = 0.777.

## Variable 418 added with crit = 909.26, MSE = 0.775.

## Variable 434 added with crit = 909.2, MSE = 0.773.

## Variable 440 added with crit = 909.07, MSE = 0.771.

## Variable 442 added with crit = 908.69, MSE = 0.769.

## Done.

## Starting the fast-forward, 0 variables, crit = 66.1, MSE = 1.068.

## Variable 2 added with crit = 57.4, MSE = 1.057.

## Variable 3 added with crit = 39.98, MSE = 1.037.

## Variable 4 added with crit = 30.71, MSE = 1.025.

## Variable 5 added with crit = 15.79, MSE = 1.008.

## Variable 6 added with crit = 7.24, MSE = 0.997.

## Variable 10 added with crit = 5.64, MSE = 0.994.

## Variable 14 added with crit = 4.57, MSE = 0.991.

## Variable 15 added with crit = 3.98, MSE = 0.988.

## Variable 20 added with crit = 2.77, MSE = 0.985.

## Variable 21 added with crit = 0.67, MSE = 0.981.

## Variable 27 added with crit = -1.17, MSE = 0.977.

## Variable 30 added with crit = -1.43, MSE = 0.975.

## Variable 32 added with crit = -1.63, MSE = 0.973.

## Variable 33 added with crit = -2.07, MSE = 0.97.

## Variable 34 added with crit = -10.29, MSE = 0.961.

## Variable 44 added with crit = -12, MSE = 0.957.

## Variable 45 added with crit = -13.26, MSE = 0.954.

## Variable 48 added with crit = -13.65, MSE = 0.952.

## Variable 55 added with crit = -14.73, MSE = 0.949.

## Variable 60 added with crit = -19.5, MSE = 0.942.

## Variable 71 added with crit = -24.94, MSE = 0.935.

## Variable 78 added with crit = -25.97, MSE = 0.932.

## Variable 94 added with crit = -26.83, MSE = 0.93.

## Variable 97 added with crit = -32.36, MSE = 0.923.

## Variable 98 added with crit = -34.18, MSE = 0.919.

## Variable 102 added with crit = -34.98, MSE = 0.917.

## Variable 111 added with crit = -35.58, MSE = 0.914.

## Variable 112 added with crit = -37.42, MSE = 0.911.

## Variable 117 added with crit = -47.42, MSE = 0.9.

## Variable 121 added with crit = -47.52, MSE = 0.898.

## Variable 141 added with crit = -48.36, MSE = 0.896.

## Variable 154 added with crit = -51.81, MSE = 0.891.

## Variable 157 added with crit = -52.34, MSE = 0.888.

## Variable 159 added with crit = -52.6, MSE = 0.886.

## Variable 166 added with crit = -53.58, MSE = 0.884.

## Variable 167 added with crit = -54.82, MSE = 0.881.

## Variable 171 added with crit = -58.31, MSE = 0.876.

## Variable 175 added with crit = -59.33, MSE = 0.873.

## Variable 187 added with crit = -60.43, MSE = 0.871.

## Variable 188 added with crit = -62.09, MSE = 0.868.

## Variable 198 added with crit = -63.15, MSE = 0.865.

## Variable 203 added with crit = -64.55, MSE = 0.862.

## Variable 229 added with crit = -66.37, MSE = 0.859.

## Variable 240 added with crit = -66.56, MSE = 0.857.

## Variable 241 added with crit = -67.32, MSE = 0.854.

## Variable 253 added with crit = -67.87, MSE = 0.852.

## Variable 258 added with crit = -68.78, MSE = 0.85.

## Variable 269 added with crit = -69.64, MSE = 0.847.

## Variable 274 added with crit = -70.13, MSE = 0.845.

## Variable 288 added with crit = -70.86, MSE = 0.843.

## Variable 294 added with crit = -71.04, MSE = 0.841.

## Variable 296 added with crit = -71.45, MSE = 0.839.

## Variable 300 added with crit = -71.87, MSE = 0.837.

## Variable 301 added with crit = -75.17, MSE = 0.833.

## Variable 302 added with crit = -75.2, MSE = 0.831.

## Variable 307 added with crit = -75.92, MSE = 0.829.

## Variable 315 added with crit = -78.26, MSE = 0.825.

## Variable 319 added with crit = -78.57, MSE = 0.823.

## Variable 325 added with crit = -78.66, MSE = 0.821.

## Variable 330 added with crit = -78.94, MSE = 0.82.

## Variable 333 added with crit = -80.68, MSE = 0.817.

## Variable 334 added with crit = -90, MSE = 0.807.

## Variable 337 added with crit = -97.44, MSE = 0.8.

## Variable 343 added with crit = -98.01, MSE = 0.798.

## Variable 345 added with crit = -98.22, MSE = 0.796.

## Variable 349 added with crit = -100.03, MSE = 0.793.

## Variable 351 added with crit = -101.74, MSE = 0.79.

## Variable 352 added with crit = -101.88, MSE = 0.788.

## Variable 355 added with crit = -104.46, MSE = 0.785.

## Variable 357 added with crit = -105.44, MSE = 0.782.

## Done.

## Starting the fast-forward, 0 variables, crit = 1058.04, MSE = 1.058.

## Variable 2 added with crit = 1052.47, MSE = 1.05.

## Variable 3 added with crit = 1043.91, MSE = 1.04.

## Variable 4 added with crit = 1039.72, MSE = 1.034.

## Variable 5 added with crit = 1033.39, MSE = 1.025.

## Variable 6 added with crit = 1007.66, MSE = 0.998.

## Variable 10 added with crit = 1007.27, MSE = 0.995.

## Variable 12 added with crit = 1005.81, MSE = 0.992.

## Variable 17 added with crit = 1002.74, MSE = 0.987.

## Variable 18 added with crit = 1001.12, MSE = 0.983.

## Variable 46 added with crit = 1000.72, MSE = 0.981.

## Variable 47 added with crit = 1000.17, MSE = 0.978.

## Variable 60 added with crit = 998.43, MSE = 0.974.

## Variable 65 added with crit = 994.98, MSE = 0.969.

## Variable 67 added with crit = 994.39, MSE = 0.966.

## Variable 68 added with crit = 994.26, MSE = 0.964.

## Variable 69 added with crit = 992.61, MSE = 0.961.

## Variable 72 added with crit = 991.07, MSE = 0.957.

## Variable 80 added with crit = 991.02, MSE = 0.955.

## Variable 84 added with crit = 990.75, MSE = 0.953.

## Variable 88 added with crit = 989.24, MSE = 0.949.

## Variable 92 added with crit = 989.11, MSE = 0.947.

## Variable 96 added with crit = 985.79, MSE = 0.942.

## Variable 101 added with crit = 985.64, MSE = 0.94.

## Variable 104 added with crit = 982.75, MSE = 0.935.

## Variable 113 added with crit = 982.36, MSE = 0.932.

## Variable 140 added with crit = 981.35, MSE = 0.929.

## Variable 153 added with crit = 981.29, MSE = 0.927.

## Variable 154 added with crit = 979.55, MSE = 0.924.

## Variable 163 added with crit = 977.7, MSE = 0.92.

## Variable 178 added with crit = 976.69, MSE = 0.917.

## Variable 186 added with crit = 975.2, MSE = 0.913.

## Variable 188 added with crit = 970.74, MSE = 0.907.

## Variable 218 added with crit = 968.9, MSE = 0.903.

## Variable 220 added with crit = 966.92, MSE = 0.899.

## Variable 224 added with crit = 966.06, MSE = 0.896.

## Variable 231 added with crit = 965.92, MSE = 0.894.

## Variable 265 added with crit = 964.01, MSE = 0.89.

## Variable 267 added with crit = 963.82, MSE = 0.888.

## Variable 271 added with crit = 961.75, MSE = 0.884.

## Variable 275 added with crit = 961.55, MSE = 0.882.

## Variable 278 added with crit = 960.6, MSE = 0.879.

## Variable 283 added with crit = 959.55, MSE = 0.876.

## Variable 286 added with crit = 959.35, MSE = 0.873.

## Variable 298 added with crit = 957.46, MSE = 0.869.

## Variable 300 added with crit = 956.78, MSE = 0.867.

## Variable 305 added with crit = 951.74, MSE = 0.86.

## Variable 310 added with crit = 950.18, MSE = 0.856.

## Variable 324 added with crit = 950.15, MSE = 0.854.

## Variable 326 added with crit = 949.35, MSE = 0.851.

## Variable 335 added with crit = 948.82, MSE = 0.849.

## Variable 339 added with crit = 948.56, MSE = 0.847.

## Variable 340 added with crit = 948.52, MSE = 0.845.

## Variable 343 added with crit = 947.83, MSE = 0.842.

## Variable 345 added with crit = 946.65, MSE = 0.839.

## Variable 350 added with crit = 945.92, MSE = 0.836.

## Variable 379 added with crit = 941.82, MSE = 0.83.

## Variable 381 added with crit = 941.34, MSE = 0.827.

## Variable 388 added with crit = 940.86, MSE = 0.825.

## Variable 407 added with crit = 939.33, MSE = 0.821.

## Variable 414 added with crit = 937.71, MSE = 0.818.

## Variable 418 added with crit = 937.19, MSE = 0.815.

## Variable 426 added with crit = 937.01, MSE = 0.813.

## Variable 430 added with crit = 935.76, MSE = 0.81.

## Variable 447 added with crit = 932.31, MSE = 0.804.

## Variable 454 added with crit = 930.07, MSE = 0.8.

## Variable 463 added with crit = 930.06, MSE = 0.798.

## Variable 489 added with crit = 929.82, MSE = 0.796.

## Variable 501 added with crit = 926.19, MSE = 0.79.

## Variable 503 added with crit = 923.1, MSE = 0.785.

## Variable 508 added with crit = 922.58, MSE = 0.783.

## Done.

## Starting the fast-forward, 0 variables, crit = 56.41, MSE = 1.058.

## Variable 2 added with crit = 51.23, MSE = 1.05.

## Variable 3 added with crit = 43.14, MSE = 1.04.

## Variable 4 added with crit = 39.17, MSE = 1.034.

## Variable 5 added with crit = 33.07, MSE = 1.025.

## Variable 6 added with crit = 7.66, MSE = 0.998.

## Variable 10 added with crit = 7.25, MSE = 0.995.

## Variable 12 added with crit = 5.77, MSE = 0.992.

## Variable 17 added with crit = 2.65, MSE = 0.987.

## Variable 18 added with crit = 0.98, MSE = 0.983.

## Variable 46 added with crit = 0.53, MSE = 0.981.

## Variable 47 added with crit = -0.07, MSE = 0.978.

## Variable 50 added with crit = -0.11, MSE = 0.976.

## Variable 60 added with crit = -2.02, MSE = 0.972.

## Variable 65 added with crit = -5.83, MSE = 0.967.

## Variable 67 added with crit = -6.51, MSE = 0.964.

## Variable 68 added with crit = -6.91, MSE = 0.962.

## Variable 69 added with crit = -9.2, MSE = 0.958.

## Variable 72 added with crit = -11.1, MSE = 0.954.

## Variable 84 added with crit = -11.54, MSE = 0.952.

## Variable 88 added with crit = -13.25, MSE = 0.948.

## Variable 92 added with crit = -13.4, MSE = 0.946.

## Variable 96 added with crit = -16.73, MSE = 0.941.

## Variable 101 added with crit = -17.37, MSE = 0.939.

## Variable 104 added with crit = -20.64, MSE = 0.934.

## Variable 113 added with crit = -20.9, MSE = 0.932.

## Variable 140 added with crit = -21.99, MSE = 0.929.

## Variable 154 added with crit = -24.38, MSE = 0.925.

## Variable 163 added with crit = -26.56, MSE = 0.921.

## Variable 178 added with crit = -27.48, MSE = 0.918.

## Variable 186 added with crit = -29.54, MSE = 0.914.

## Variable 188 added with crit = -34.46, MSE = 0.908.

## Variable 207 added with crit = -34.54, MSE = 0.906.

## Variable 218 added with crit = -36.7, MSE = 0.902.

## Variable 220 added with crit = -39.35, MSE = 0.898.

## Variable 224 added with crit = -40.55, MSE = 0.895.

## Variable 231 added with crit = -41.33, MSE = 0.893.

## Variable 236 added with crit = -41.51, MSE = 0.891.

## Variable 265 added with crit = -43.96, MSE = 0.887.

## Variable 267 added with crit = -44.04, MSE = 0.885.

## Variable 271 added with crit = -47.18, MSE = 0.881.

## Variable 273 added with crit = -47.59, MSE = 0.878.

## Variable 275 added with crit = -47.98, MSE = 0.876.

## Variable 278 added with crit = -49.9, MSE = 0.873.

## Variable 283 added with crit = -51.32, MSE = 0.87.

## Variable 286 added with crit = -52.04, MSE = 0.868.

## Variable 298 added with crit = -54.65, MSE = 0.864.

## Variable 300 added with crit = -55.66, MSE = 0.861.

## Variable 305 added with crit = -61.45, MSE = 0.854.

## Variable 310 added with crit = -65.32, MSE = 0.849.

## Variable 326 added with crit = -66.59, MSE = 0.847.

## Variable 335 added with crit = -67.75, MSE = 0.844.

## Variable 339 added with crit = -68.25, MSE = 0.842.

## Variable 340 added with crit = -68.54, MSE = 0.84.

## Variable 343 added with crit = -69.66, MSE = 0.837.

## Variable 345 added with crit = -71.63, MSE = 0.834.

## Variable 346 added with crit = -72.19, MSE = 0.832.

## Variable 350 added with crit = -72.68, MSE = 0.83.

## Variable 372 added with crit = -72.76, MSE = 0.828.

## Variable 379 added with crit = -78.06, MSE = 0.822.

## Variable 381 added with crit = -79.05, MSE = 0.82.

## Variable 388 added with crit = -80.25, MSE = 0.817.

## Variable 407 added with crit = -83.46, MSE = 0.813.

## Variable 414 added with crit = -84.31, MSE = 0.81.

## Variable 418 added with crit = -85.49, MSE = 0.808.

## Variable 426 added with crit = -85.94, MSE = 0.806.

## Variable 427 added with crit = -85.96, MSE = 0.804.

## Variable 430 added with crit = -88.5, MSE = 0.801.

## Variable 435 added with crit = -88.69, MSE = 0.799.

## Variable 441 added with crit = -89.08, MSE = 0.797.

## Variable 447 added with crit = -94.2, MSE = 0.791.

## Done.

## Starting the fast-forward, 0 variables, crit = 1112.51, MSE = 1.113.

## Variable 2 added with crit = 1099.41, MSE = 1.097.

## Variable 3 added with crit = 1097.04, MSE = 1.093.

## Variable 4 added with crit = 1093.95, MSE = 1.088.

## Variable 5 added with crit = 1085.72, MSE = 1.078.

## Variable 6 added with crit = 1078.24, MSE = 1.068.

## Variable 7 added with crit = 1077.38, MSE = 1.065.

## Variable 11 added with crit = 1077.22, MSE = 1.063.

## Variable 22 added with crit = 1076.72, MSE = 1.061.

## Variable 27 added with crit = 1075.82, MSE = 1.058.

## Variable 28 added with crit = 1074.13, MSE = 1.054.

## Variable 48 added with crit = 1072.73, MSE = 1.051.

## Variable 53 added with crit = 1072.51, MSE = 1.049.

## Variable 54 added with crit = 1071.31, MSE = 1.045.

## Variable 56 added with crit = 1065.9, MSE = 1.038.

## Variable 60 added with crit = 1065.87, MSE = 1.036.

## Variable 69 added with crit = 1063.87, MSE = 1.032.

## Variable 73 added with crit = 1063.39, MSE = 1.029.

## Variable 75 added with crit = 1057.44, MSE = 1.021.

## Variable 76 added with crit = 1055.58, MSE = 1.018.

## Variable 82 added with crit = 1055.45, MSE = 1.015.

## Variable 91 added with crit = 1054.08, MSE = 1.012.

## Variable 102 added with crit = 1049.92, MSE = 1.006.

## Variable 105 added with crit = 1048.83, MSE = 1.003.

## Variable 108 added with crit = 1047.47, MSE = 0.999.

## Variable 121 added with crit = 1047.16, MSE = 0.997.

## Variable 124 added with crit = 1044.74, MSE = 0.993.

## Variable 142 added with crit = 1043.92, MSE = 0.99.

## Variable 147 added with crit = 1042.98, MSE = 0.987.

## Variable 152 added with crit = 1037.67, MSE = 0.98.

## Variable 153 added with crit = 1036.61, MSE = 0.977.

## Variable 164 added with crit = 1036.34, MSE = 0.974.

## Variable 174 added with crit = 1029.89, MSE = 0.966.

## Variable 176 added with crit = 1029.03, MSE = 0.963.

## Variable 181 added with crit = 1026.9, MSE = 0.959.

## Variable 190 added with crit = 1022.16, MSE = 0.952.

## Variable 198 added with crit = 1020.99, MSE = 0.949.

## Variable 209 added with crit = 1018.03, MSE = 0.944.

## Variable 211 added with crit = 1017.56, MSE = 0.942.

## Variable 214 added with crit = 1017.32, MSE = 0.939.

## Variable 220 added with crit = 1010.95, MSE = 0.931.

## Variable 235 added with crit = 1010.36, MSE = 0.928.

## Variable 239 added with crit = 1008.1, MSE = 0.924.

## Variable 246 added with crit = 1008.07, MSE = 0.922.

## Variable 264 added with crit = 1006.33, MSE = 0.918.

## Variable 270 added with crit = 1004.73, MSE = 0.915.

## Variable 285 added with crit = 1004.56, MSE = 0.913.

## Variable 293 added with crit = 1003.71, MSE = 0.91.

## Variable 337 added with crit = 1003.39, MSE = 0.907.

## Variable 349 added with crit = 1003.07, MSE = 0.905.

## Variable 352 added with crit = 999.44, MSE = 0.899.

## Variable 353 added with crit = 999.35, MSE = 0.897.

## Variable 360 added with crit = 998.44, MSE = 0.894.

## Variable 362 added with crit = 998.27, MSE = 0.892.

## Variable 363 added with crit = 998.15, MSE = 0.89.

## Variable 371 added with crit = 995.64, MSE = 0.886.

## Variable 374 added with crit = 995.32, MSE = 0.883.

## Variable 395 added with crit = 994.45, MSE = 0.88.

## Variable 398 added with crit = 990.01, MSE = 0.874.

## Variable 399 added with crit = 987.83, MSE = 0.87.

## Variable 401 added with crit = 986.87, MSE = 0.867.

## Variable 409 added with crit = 986.54, MSE = 0.865.

## Variable 416 added with crit = 985.34, MSE = 0.861.

## Variable 431 added with crit = 984.63, MSE = 0.859.

## Variable 432 added with crit = 984.58, MSE = 0.857.

## Variable 437 added with crit = 983.32, MSE = 0.853.

## Variable 446 added with crit = 976.54, MSE = 0.845.

## Variable 450 added with crit = 975.16, MSE = 0.841.

## Variable 451 added with crit = 973.49, MSE = 0.837.

## Variable 454 added with crit = 973.14, MSE = 0.835.

## Variable 459 added with crit = 972.58, MSE = 0.833.

## Done.

## Starting the fast-forward, 0 variables, crit = 106.62, MSE = 1.113.

## Variable 2 added with crit = 94.95, MSE = 1.097.

## Variable 3 added with crit = 92.96, MSE = 1.093.

## Variable 4 added with crit = 90.3, MSE = 1.088.

## Variable 5 added with crit = 82.85, MSE = 1.078.

## Variable 6 added with crit = 76.02, MSE = 1.068.

## Variable 7 added with crit = 75.33, MSE = 1.065.

## Variable 11 added with crit = 75.31, MSE = 1.063.

## Variable 22 added with crit = 74.95, MSE = 1.061.

## Variable 27 added with crit = 74.21, MSE = 1.058.

## Variable 28 added with crit = 72.72, MSE = 1.054.

## Variable 48 added with crit = 71.48, MSE = 1.051.

## Variable 53 added with crit = 71.37, MSE = 1.049.

## Variable 54 added with crit = 70.32, MSE = 1.045.

## Variable 56 added with crit = 65.2, MSE = 1.038.

## Variable 69 added with crit = 63.31, MSE = 1.034.

## Variable 73 added with crit = 63.22, MSE = 1.032.

## Variable 75 added with crit = 57.52, MSE = 1.024.

## Variable 76 added with crit = 55.56, MSE = 1.02.

## Variable 82 added with crit = 55.4, MSE = 1.018.

## Variable 91 added with crit = 54.32, MSE = 1.014.

## Variable 102 added with crit = 49.99, MSE = 1.008.

## Variable 105 added with crit = 48.8, MSE = 1.005.

## Variable 108 added with crit = 47.35, MSE = 1.001.

## Variable 121 added with crit = 47.13, MSE = 0.999.

## Variable 124 added with crit = 44.71, MSE = 0.995.

## Variable 142 added with crit = 43.92, MSE = 0.992.

## Variable 147 added with crit = 43.03, MSE = 0.989.

## Variable 152 added with crit = 37.58, MSE = 0.982.

## Variable 153 added with crit = 36.7, MSE = 0.979.

## Variable 164 added with crit = 36.05, MSE = 0.976.

## Variable 166 added with crit = 35.92, MSE = 0.974.

## Variable 174 added with crit = 29.2, MSE = 0.966.

## Variable 176 added with crit = 28.5, MSE = 0.963.

## Variable 181 added with crit = 26.78, MSE = 0.96.

## Variable 190 added with crit = 21.32, MSE = 0.952.

## Variable 198 added with crit = 20.36, MSE = 0.95.

## Variable 203 added with crit = 20.33, MSE = 0.948.

## Variable 209 added with crit = 16.87, MSE = 0.943.

## Variable 211 added with crit = 15.75, MSE = 0.94.

## Variable 214 added with crit = 15.73, MSE = 0.938.

## Variable 220 added with crit = 9.29, MSE = 0.93.

## Variable 235 added with crit = 8.36, MSE = 0.927.

## Variable 239 added with crit = 5.36, MSE = 0.923.

## Variable 246 added with crit = 4.95, MSE = 0.92.

## Variable 256 added with crit = 4.79, MSE = 0.918.

## Variable 264 added with crit = 2.68, MSE = 0.915.

## Variable 270 added with crit = 0.88, MSE = 0.911.

## Variable 285 added with crit = 0.87, MSE = 0.909.

## Variable 293 added with crit = -0.1, MSE = 0.907.

## Variable 319 added with crit = -0.11, MSE = 0.905.

## Variable 337 added with crit = -0.54, MSE = 0.903.

## Variable 349 added with crit = -0.78, MSE = 0.901.

## Variable 352 added with crit = -5.35, MSE = 0.895.

## Variable 353 added with crit = -5.99, MSE = 0.892.

## Variable 360 added with crit = -7.75, MSE = 0.889.

## Variable 362 added with crit = -7.93, MSE = 0.887.

## Variable 363 added with crit = -8.53, MSE = 0.885.

## Variable 371 added with crit = -10.91, MSE = 0.881.

## Variable 373 added with crit = -11.39, MSE = 0.879.

## Variable 374 added with crit = -12.05, MSE = 0.876.

## Variable 395 added with crit = -12.75, MSE = 0.874.

## Variable 398 added with crit = -17.82, MSE = 0.868.

## Variable 399 added with crit = -21.16, MSE = 0.863.

## Variable 401 added with crit = -22.55, MSE = 0.86.

## Variable 409 added with crit = -23.13, MSE = 0.858.

## Variable 416 added with crit = -25.17, MSE = 0.855.

## Variable 420 added with crit = -25.44, MSE = 0.853.

## Variable 431 added with crit = -27.25, MSE = 0.849.

## Variable 432 added with crit = -27.67, MSE = 0.847.

## Variable 436 added with crit = -27.73, MSE = 0.846.

## Done.

## Starting the fast-forward, 0 variables, crit = 924.61, MSE = 0.925.

## Variable 2 added with crit = 923.25, MSE = 0.921.

## Variable 3 added with crit = 918.49, MSE = 0.914.

## Variable 4 added with crit = 913, MSE = 0.907.

## Variable 5 added with crit = 900.68, MSE = 0.893.

## Variable 6 added with crit = 898.02, MSE = 0.888.

## Variable 7 added with crit = 897.45, MSE = 0.885.

## Variable 11 added with crit = 895.63, MSE = 0.882.

## Variable 14 added with crit = 895.35, MSE = 0.879.

## Variable 24 added with crit = 894.75, MSE = 0.877.

## Variable 28 added with crit = 894.33, MSE = 0.874.

## Variable 45 added with crit = 893.34, MSE = 0.871.

## Variable 56 added with crit = 892.8, MSE = 0.869.

## Variable 65 added with crit = 892.55, MSE = 0.867.

## Variable 66 added with crit = 890.28, MSE = 0.862.

## Variable 73 added with crit = 886.68, MSE = 0.857.

## Variable 74 added with crit = 885.65, MSE = 0.854.

## Variable 75 added with crit = 885.59, MSE = 0.852.

## Variable 92 added with crit = 885.2, MSE = 0.849.

## Variable 93 added with crit = 884.47, MSE = 0.846.

## Variable 137 added with crit = 883.72, MSE = 0.844.

## Variable 161 added with crit = 881.77, MSE = 0.84.

## Variable 163 added with crit = 879.27, MSE = 0.835.

## Variable 164 added with crit = 878.9, MSE = 0.833.

## Variable 168 added with crit = 878.42, MSE = 0.83.

## Variable 171 added with crit = 877.44, MSE = 0.827.

## Variable 175 added with crit = 874.85, MSE = 0.823.

## Variable 211 added with crit = 871.39, MSE = 0.817.

## Variable 227 added with crit = 869.6, MSE = 0.814.

## Variable 232 added with crit = 868.58, MSE = 0.811.

## Variable 237 added with crit = 865.94, MSE = 0.806.

## Variable 238 added with crit = 865.11, MSE = 0.803.

## Variable 240 added with crit = 864.53, MSE = 0.801.

## Variable 243 added with crit = 862.96, MSE = 0.797.

## Variable 246 added with crit = 862.17, MSE = 0.794.

## Variable 256 added with crit = 860.95, MSE = 0.791.

## Variable 258 added with crit = 860.36, MSE = 0.788.

## Variable 279 added with crit = 860.22, MSE = 0.786.

## Variable 281 added with crit = 859.07, MSE = 0.783.

## Variable 292 added with crit = 858.99, MSE = 0.781.

## Variable 309 added with crit = 858.98, MSE = 0.779.

## Variable 325 added with crit = 855.53, MSE = 0.774.

## Variable 326 added with crit = 854.82, MSE = 0.771.

## Variable 329 added with crit = 854.52, MSE = 0.769.

## Variable 335 added with crit = 852.98, MSE = 0.765.

## Variable 342 added with crit = 852.8, MSE = 0.763.

## Variable 349 added with crit = 850.3, MSE = 0.758.

## Variable 355 added with crit = 849.74, MSE = 0.756.

## Variable 356 added with crit = 848.47, MSE = 0.752.

## Variable 376 added with crit = 848.37, MSE = 0.75.

## Variable 394 added with crit = 848.27, MSE = 0.748.

## Variable 401 added with crit = 848.23, MSE = 0.746.

## Variable 403 added with crit = 847.81, MSE = 0.744.

## Variable 408 added with crit = 847.6, MSE = 0.742.

## Variable 409 added with crit = 846.88, MSE = 0.739.

## Variable 417 added with crit = 846.5, MSE = 0.736.

## Variable 421 added with crit = 846.23, MSE = 0.734.

## Variable 433 added with crit = 841.19, MSE = 0.727.

## Variable 435 added with crit = 840.8, MSE = 0.725.

## Variable 436 added with crit = 838.58, MSE = 0.721.

## Variable 437 added with crit = 836.34, MSE = 0.716.

## Variable 439 added with crit = 835.63, MSE = 0.714.

## Variable 449 added with crit = 835.35, MSE = 0.711.

## Variable 450 added with crit = 834.86, MSE = 0.709.

## Variable 456 added with crit = 834.72, MSE = 0.707.

## Variable 463 added with crit = 834.6, MSE = 0.705.

## Variable 485 added with crit = 834.27, MSE = 0.702.

## Variable 486 added with crit = 833.4, MSE = 0.699.

## Variable 487 added with crit = 832.66, MSE = 0.697.

## Variable 489 added with crit = 832.41, MSE = 0.694.

## Variable 492 added with crit = 832.37, MSE = 0.692.

## Done.

## Starting the fast-forward, 0 variables, crit = -78.39, MSE = 0.925.

## Variable 2 added with crit = -80.03, MSE = 0.921.

## Variable 3 added with crit = -85.39, MSE = 0.914.

## Variable 4 added with crit = -91.62, MSE = 0.907.

## Variable 5 added with crit = -105.52, MSE = 0.893.

## Variable 6 added with crit = -108.76, MSE = 0.888.

## Variable 7 added with crit = -109.66, MSE = 0.885.

## Variable 11 added with crit = -111.98, MSE = 0.882.

## Variable 14 added with crit = -112.57, MSE = 0.879.

## Variable 24 added with crit = -113.53, MSE = 0.877.

## Variable 28 added with crit = -114.3, MSE = 0.874.

## Variable 35 added with crit = -114.56, MSE = 0.872.

## Variable 36 added with crit = -114.84, MSE = 0.87.

## Variable 45 added with crit = -116.43, MSE = 0.867.

## Variable 46 added with crit = -116.76, MSE = 0.865.

## Variable 48 added with crit = -117.36, MSE = 0.863.

## Variable 56 added with crit = -118.81, MSE = 0.86.

## Variable 65 added with crit = -119.02, MSE = 0.858.

## Variable 66 added with crit = -120.99, MSE = 0.855.

## Variable 73 added with crit = -125.52, MSE = 0.849.

## Variable 74 added with crit = -126.84, MSE = 0.846.

## Variable 75 added with crit = -127.65, MSE = 0.844.

## Variable 89 added with crit = -128.09, MSE = 0.842.

## Variable 92 added with crit = -129.18, MSE = 0.839.

## Variable 93 added with crit = -131.56, MSE = 0.836.

## Variable 137 added with crit = -132.35, MSE = 0.833.

## Variable 161 added with crit = -134.86, MSE = 0.83.

## Variable 163 added with crit = -137.46, MSE = 0.826.

## Variable 164 added with crit = -138.57, MSE = 0.823.

## Variable 168 added with crit = -140.29, MSE = 0.82.

## Variable 171 added with crit = -142.01, MSE = 0.817.

## Variable 175 added with crit = -145.43, MSE = 0.813.

## Variable 176 added with crit = -145.52, MSE = 0.811.

## Variable 210 added with crit = -145.58, MSE = 0.809.

## Variable 211 added with crit = -150.36, MSE = 0.804.

## Variable 226 added with crit = -150.58, MSE = 0.802.

## Variable 227 added with crit = -153.05, MSE = 0.798.

## Variable 232 added with crit = -153.93, MSE = 0.796.

## Variable 234 added with crit = -154.27, MSE = 0.794.

## Variable 235 added with crit = -154.3, MSE = 0.793.

## Variable 236 added with crit = -154.53, MSE = 0.791.

## Variable 237 added with crit = -158.39, MSE = 0.786.

## Variable 238 added with crit = -160.32, MSE = 0.783.

## Variable 240 added with crit = -162.28, MSE = 0.78.

## Variable 243 added with crit = -164.63, MSE = 0.777.

## Variable 246 added with crit = -165.44, MSE = 0.775.

## Variable 256 added with crit = -167.28, MSE = 0.772.

## Variable 258 added with crit = -168.5, MSE = 0.769.

## Variable 261 added with crit = -168.55, MSE = 0.768.

## Variable 264 added with crit = -168.55, MSE = 0.766.

## Variable 273 added with crit = -168.73, MSE = 0.764.

## Variable 279 added with crit = -169.43, MSE = 0.762.

## Variable 280 added with crit = -169.96, MSE = 0.76.

## Variable 281 added with crit = -172.33, MSE = 0.757.

## Variable 286 added with crit = -172.57, MSE = 0.755.

## Variable 292 added with crit = -173.15, MSE = 0.753.

## Variable 300 added with crit = -173.72, MSE = 0.751.

## Variable 303 added with crit = -174.07, MSE = 0.75.

## Variable 325 added with crit = -179.14, MSE = 0.744.

## Variable 326 added with crit = -180, MSE = 0.742.

## Variable 329 added with crit = -180.5, MSE = 0.74.

## Variable 335 added with crit = -181.24, MSE = 0.738.

## Variable 342 added with crit = -182.22, MSE = 0.736.

## Variable 349 added with crit = -186.59, MSE = 0.732.

## Variable 355 added with crit = -186.92, MSE = 0.73.

## Variable 356 added with crit = -188.4, MSE = 0.727.

## Variable 357 added with crit = -189.12, MSE = 0.725.

## Variable 367 added with crit = -189.31, MSE = 0.724.

## Variable 370 added with crit = -190.47, MSE = 0.721.

## Variable 375 added with crit = -192.06, MSE = 0.719.

## Variable 376 added with crit = -192.25, MSE = 0.717.

## Done.

## Starting the fast-forward, 0 variables, crit = 1048.91, MSE = 1.049.

## Variable 2 added with crit = 1047.23, MSE = 1.045.

## Variable 3 added with crit = 1045.45, MSE = 1.041.

## Variable 4 added with crit = 1040.09, MSE = 1.034.

## Variable 5 added with crit = 1031.39, MSE = 1.023.

## Variable 6 added with crit = 1030.55, MSE = 1.021.

## Variable 8 added with crit = 1028.41, MSE = 1.016.

## Variable 13 added with crit = 1027.75, MSE = 1.014.

## Variable 16 added with crit = 1026.34, MSE = 1.01.

## Variable 26 added with crit = 1023.81, MSE = 1.006.

## Variable 29 added with crit = 1023.08, MSE = 1.003.

## Variable 36 added with crit = 1022.33, MSE = 1.

## Variable 42 added with crit = 1022.24, MSE = 0.998.

## Variable 49 added with crit = 1021.64, MSE = 0.996.

## Variable 50 added with crit = 1020.75, MSE = 0.993.

## Variable 66 added with crit = 1015.25, MSE = 0.985.

## Variable 71 added with crit = 1014.94, MSE = 0.983.

## Variable 73 added with crit = 1014.36, MSE = 0.98.

## Variable 77 added with crit = 1013.56, MSE = 0.978.

## Variable 86 added with crit = 1012.47, MSE = 0.974.

## Variable 93 added with crit = 1012.27, MSE = 0.972.

## Variable 98 added with crit = 1011.48, MSE = 0.969.

## Variable 102 added with crit = 1008.06, MSE = 0.964.

## Variable 105 added with crit = 1005.29, MSE = 0.959.

## Variable 106 added with crit = 1002.69, MSE = 0.955.

## Variable 125 added with crit = 1001, MSE = 0.951.

## Variable 143 added with crit = 1000.9, MSE = 0.949.

## Variable 147 added with crit = 1000.19, MSE = 0.946.

## Variable 151 added with crit = 996.72, MSE = 0.941.

## Variable 152 added with crit = 995.33, MSE = 0.937.

## Variable 162 added with crit = 995.18, MSE = 0.935.

## Variable 174 added with crit = 994.17, MSE = 0.932.

## Variable 178 added with crit = 993.75, MSE = 0.93.

## Variable 179 added with crit = 992.32, MSE = 0.926.

## Variable 181 added with crit = 989.83, MSE = 0.922.

## Variable 187 added with crit = 989.2, MSE = 0.919.

## Variable 201 added with crit = 987.88, MSE = 0.916.

## Variable 206 added with crit = 986.09, MSE = 0.912.

## Variable 226 added with crit = 984.54, MSE = 0.909.

## Variable 229 added with crit = 984.49, MSE = 0.906.

## Variable 235 added with crit = 984.31, MSE = 0.904.

## Variable 246 added with crit = 983.34, MSE = 0.901.

## Variable 247 added with crit = 980.03, MSE = 0.896.

## Variable 248 added with crit = 979.97, MSE = 0.894.

## Variable 259 added with crit = 979.44, MSE = 0.891.

## Variable 281 added with crit = 975.4, MSE = 0.885.

## Variable 286 added with crit = 969.56, MSE = 0.878.

## Variable 291 added with crit = 968.9, MSE = 0.875.

## Variable 295 added with crit = 968.54, MSE = 0.873.

## Variable 299 added with crit = 963.36, MSE = 0.865.

## Variable 305 added with crit = 963.2, MSE = 0.863.

## Variable 307 added with crit = 962.41, MSE = 0.86.

## Variable 318 added with crit = 960.09, MSE = 0.856.

## Variable 322 added with crit = 959.47, MSE = 0.853.

## Variable 326 added with crit = 959.45, MSE = 0.851.

## Variable 327 added with crit = 959.43, MSE = 0.849.

## Variable 330 added with crit = 958.44, MSE = 0.846.

## Variable 339 added with crit = 957.1, MSE = 0.843.

## Variable 340 added with crit = 957.09, MSE = 0.841.

## Variable 350 added with crit = 956.41, MSE = 0.838.

## Variable 351 added with crit = 951.66, MSE = 0.832.

## Variable 358 added with crit = 949.75, MSE = 0.828.

## Variable 365 added with crit = 948.17, MSE = 0.824.

## Variable 369 added with crit = 946.25, MSE = 0.82.

## Variable 378 added with crit = 946.23, MSE = 0.818.

## Variable 385 added with crit = 944.75, MSE = 0.815.

## Variable 389 added with crit = 944.66, MSE = 0.813.

## Variable 394 added with crit = 944.56, MSE = 0.811.

## Variable 400 added with crit = 940.73, MSE = 0.805.

## Variable 402 added with crit = 937.15, MSE = 0.799.

## Variable 408 added with crit = 936.71, MSE = 0.797.

## Done.

## Starting the fast-forward, 0 variables, crit = 47.75, MSE = 1.049.

## Variable 2 added with crit = 46.24, MSE = 1.045.

## Variable 3 added with crit = 44.61, MSE = 1.041.

## Variable 4 added with crit = 39.52, MSE = 1.034.

## Variable 5 added with crit = 31.12, MSE = 1.023.

## Variable 6 added with crit = 30.34, MSE = 1.021.

## Variable 8 added with crit = 28.28, MSE = 1.016.

## Variable 13 added with crit = 27.66, MSE = 1.014.

## Variable 16 added with crit = 26.29, MSE = 1.01.

## Variable 26 added with crit = 23.79, MSE = 1.006.

## Variable 29 added with crit = 23.08, MSE = 1.003.

## Variable 36 added with crit = 22.33, MSE = 1.

## Variable 42 added with crit = 22.24, MSE = 0.998.

## Variable 49 added with crit = 21.63, MSE = 0.996.

## Variable 50 added with crit = 20.72, MSE = 0.993.

## Variable 66 added with crit = 15.14, MSE = 0.985.

## Variable 71 added with crit = 14.79, MSE = 0.983.

## Variable 73 added with crit = 14.17, MSE = 0.98.

## Variable 77 added with crit = 13.31, MSE = 0.978.

## Variable 86 added with crit = 12.14, MSE = 0.974.

## Variable 93 added with crit = 11.88, MSE = 0.972.

## Variable 94 added with crit = 11.84, MSE = 0.97.

## Variable 98 added with crit = 11.07, MSE = 0.968.

## Variable 102 added with crit = 7.57, MSE = 0.962.

## Variable 105 added with crit = 4.44, MSE = 0.957.

## Variable 106 added with crit = 1.54, MSE = 0.953.

## Variable 125 added with crit = -0.68, MSE = 0.949.

## Variable 134 added with crit = -0.96, MSE = 0.947.

## Variable 143 added with crit = -1.19, MSE = 0.944.

## Variable 147 added with crit = -1.79, MSE = 0.942.

## Variable 151 added with crit = -5.49, MSE = 0.937.

## Variable 152 added with crit = -7.33, MSE = 0.933.

## Variable 158 added with crit = -7.42, MSE = 0.931.

## Variable 162 added with crit = -7.78, MSE = 0.929.

## Variable 174 added with crit = -8.95, MSE = 0.926.

## Variable 178 added with crit = -9.11, MSE = 0.924.

## Variable 179 added with crit = -10.84, MSE = 0.92.

## Variable 181 added with crit = -13.96, MSE = 0.916.

## Variable 187 added with crit = -14.77, MSE = 0.913.

## Variable 197 added with crit = -15.03, MSE = 0.911.

## Variable 201 added with crit = -16.75, MSE = 0.908.

## Variable 204 added with crit = -17.24, MSE = 0.906.

## Variable 206 added with crit = -19.32, MSE = 0.902.

## Variable 226 added with crit = -21.61, MSE = 0.898.

## Variable 229 added with crit = -21.67, MSE = 0.896.

## Variable 246 added with crit = -22.79, MSE = 0.893.

## Variable 247 added with crit = -27.18, MSE = 0.888.

## Variable 259 added with crit = -27.79, MSE = 0.885.

## Variable 269 added with crit = -28.04, MSE = 0.883.

## Variable 280 added with crit = -28.18, MSE = 0.881.

## Variable 281 added with crit = -32.89, MSE = 0.876.

## Variable 286 added with crit = -38.02, MSE = 0.869.

## Variable 291 added with crit = -38.89, MSE = 0.867.

## Variable 295 added with crit = -39.93, MSE = 0.864.

## Variable 299 added with crit = -45.7, MSE = 0.858.

## Variable 305 added with crit = -46.31, MSE = 0.855.

## Variable 307 added with crit = -46.99, MSE = 0.853.

## Variable 318 added with crit = -49.45, MSE = 0.849.

## Variable 322 added with crit = -50.6, MSE = 0.847.

## Variable 326 added with crit = -50.89, MSE = 0.845.

## Variable 327 added with crit = -51.72, MSE = 0.842.

## Variable 329 added with crit = -51.77, MSE = 0.84.

## Variable 330 added with crit = -54.24, MSE = 0.837.

## Variable 339 added with crit = -55.68, MSE = 0.834.

## Variable 341 added with crit = -55.72, MSE = 0.832.

## Variable 345 added with crit = -56.34, MSE = 0.83.

## Variable 346 added with crit = -56.86, MSE = 0.828.

## Variable 351 added with crit = -61.72, MSE = 0.822.

## Variable 358 added with crit = -64.45, MSE = 0.818.

## Variable 365 added with crit = -66.43, MSE = 0.815.

## Variable 369 added with crit = -69.35, MSE = 0.811.

## Done.

## Starting the fast-forward, 0 variables, crit = 1092.2, MSE = 1.092.

## Variable 2 added with crit = 1091.84, MSE = 1.09.

## Variable 3 added with crit = 1091.12, MSE = 1.087.

## Variable 4 added with crit = 1076.08, MSE = 1.07.

## Variable 5 added with crit = 1072.29, MSE = 1.064.

## Variable 6 added with crit = 1056.26, MSE = 1.046.

## Variable 17 added with crit = 1054.45, MSE = 1.042.

## Variable 27 added with crit = 1053.29, MSE = 1.039.

## Variable 29 added with crit = 1052.22, MSE = 1.036.

## Variable 30 added with crit = 1049.5, MSE = 1.032.

## Variable 41 added with crit = 1047.76, MSE = 1.028.

## Variable 43 added with crit = 1042.65, MSE = 1.021.

## Variable 46 added with crit = 1037.1, MSE = 1.013.

## Variable 50 added with crit = 1035.3, MSE = 1.009.

## Variable 61 added with crit = 1033.91, MSE = 1.006.

## Variable 62 added with crit = 1028.27, MSE = 0.998.

## Variable 67 added with crit = 1027.39, MSE = 0.995.

## Variable 74 added with crit = 1027.27, MSE = 0.993.

## Variable 97 added with crit = 1026.71, MSE = 0.991.

## Variable 99 added with crit = 1026.39, MSE = 0.988.

## Variable 102 added with crit = 1022.92, MSE = 0.983.

## Variable 108 added with crit = 1022.64, MSE = 0.981.

## Variable 110 added with crit = 1020.87, MSE = 0.977.

## Variable 111 added with crit = 1020.62, MSE = 0.975.

## Variable 118 added with crit = 1018.89, MSE = 0.971.

## Variable 124 added with crit = 1017.45, MSE = 0.967.

## Variable 127 added with crit = 1015.31, MSE = 0.963.

## Variable 128 added with crit = 1013.89, MSE = 0.96.

## Variable 144 added with crit = 1010.1, MSE = 0.954.

## Variable 145 added with crit = 1009.54, MSE = 0.952.

## Variable 151 added with crit = 1009.51, MSE = 0.95.

## Variable 152 added with crit = 1009.46, MSE = 0.947.

## Variable 157 added with crit = 1009.15, MSE = 0.945.

## Variable 162 added with crit = 1008.22, MSE = 0.942.

## Variable 169 added with crit = 1007.52, MSE = 0.94.

## Variable 176 added with crit = 1006.48, MSE = 0.936.

## Variable 178 added with crit = 1005.84, MSE = 0.934.

## Variable 180 added with crit = 1005.76, MSE = 0.932.

## Variable 186 added with crit = 1005.32, MSE = 0.929.

## Variable 187 added with crit = 1000.57, MSE = 0.923.

## Variable 188 added with crit = 1000.38, MSE = 0.92.

## Variable 195 added with crit = 998.3, MSE = 0.916.

## Variable 218 added with crit = 995.38, MSE = 0.911.

## Variable 225 added with crit = 995.35, MSE = 0.909.

## Variable 237 added with crit = 994, MSE = 0.906.

## Variable 239 added with crit = 990.84, MSE = 0.901.

## Variable 240 added with crit = 988.6, MSE = 0.897.

## Variable 246 added with crit = 985.64, MSE = 0.892.

## Variable 267 added with crit = 984.8, MSE = 0.889.

## Variable 275 added with crit = 983.74, MSE = 0.886.

## Variable 291 added with crit = 983.62, MSE = 0.884.

## Variable 299 added with crit = 983.59, MSE = 0.882.

## Variable 300 added with crit = 982.63, MSE = 0.879.

## Variable 302 added with crit = 976.45, MSE = 0.87.

## Variable 312 added with crit = 971.83, MSE = 0.864.

## Variable 322 added with crit = 970.76, MSE = 0.861.

## Variable 325 added with crit = 966.16, MSE = 0.854.

## Variable 327 added with crit = 961.44, MSE = 0.847.

## Variable 329 added with crit = 961.22, MSE = 0.845.

## Variable 334 added with crit = 959.89, MSE = 0.842.

## Variable 337 added with crit = 958.79, MSE = 0.839.

## Variable 346 added with crit = 958.36, MSE = 0.836.

## Variable 351 added with crit = 957.91, MSE = 0.834.

## Variable 357 added with crit = 955.01, MSE = 0.829.

## Variable 359 added with crit = 954.63, MSE = 0.827.

## Variable 370 added with crit = 953.12, MSE = 0.823.

## Variable 373 added with crit = 952.86, MSE = 0.821.

## Variable 374 added with crit = 951.04, MSE = 0.817.

## Variable 383 added with crit = 947.83, MSE = 0.812.

## Variable 391 added with crit = 944.58, MSE = 0.807.

## Variable 397 added with crit = 944.22, MSE = 0.804.

## Done.

## Starting the fast-forward, 0 variables, crit = 88.19, MSE = 1.092.

## Variable 2 added with crit = 88.04, MSE = 1.09.

## Variable 3 added with crit = 87.53, MSE = 1.087.

## Variable 4 added with crit = 73.73, MSE = 1.07.

## Variable 5 added with crit = 70.31, MSE = 1.064.

## Variable 6 added with crit = 55.22, MSE = 1.046.

## Variable 17 added with crit = 53.57, MSE = 1.042.

## Variable 27 added with crit = 52.54, MSE = 1.039.

## Variable 29 added with crit = 51.58, MSE = 1.036.

## Variable 30 added with crit = 49.02, MSE = 1.032.

## Variable 41 added with crit = 47.38, MSE = 1.028.

## Variable 43 added with crit = 42.44, MSE = 1.021.

## Variable 46 added with crit = 37.01, MSE = 1.013.

## Variable 50 added with crit = 35.26, MSE = 1.009.

## Variable 61 added with crit = 33.89, MSE = 1.006.

## Variable 62 added with crit = 28.27, MSE = 0.998.

## Variable 67 added with crit = 27.38, MSE = 0.995.

## Variable 74 added with crit = 27.25, MSE = 0.993.

## Variable 97 added with crit = 26.67, MSE = 0.991.

## Variable 99 added with crit = 26.33, MSE = 0.988.

## Variable 102 added with crit = 22.77, MSE = 0.983.

## Variable 108 added with crit = 22.45, MSE = 0.981.

## Variable 110 added with crit = 20.6, MSE = 0.977.

## Variable 111 added with crit = 20.29, MSE = 0.975.

## Variable 118 added with crit = 18.46, MSE = 0.971.

## Variable 124 added with crit = 16.91, MSE = 0.967.

## Variable 127 added with crit = 14.62, MSE = 0.963.

## Variable 128 added with crit = 13.06, MSE = 0.96.

## Variable 144 added with crit = 9.01, MSE = 0.954.

## Variable 145 added with crit = 8.32, MSE = 0.952.

## Variable 151 added with crit = 8.19, MSE = 0.95.

## Variable 152 added with crit = 8.03, MSE = 0.947.

## Variable 157 added with crit = 7.59, MSE = 0.945.

## Variable 162 added with crit = 6.48, MSE = 0.942.

## Variable 169 added with crit = 5.62, MSE = 0.94.

## Variable 176 added with crit = 4.38, MSE = 0.936.

## Variable 178 added with crit = 3.55, MSE = 0.934.

## Variable 180 added with crit = 3.32, MSE = 0.932.

## Variable 186 added with crit = 2.7, MSE = 0.929.

## Variable 187 added with crit = -2.59, MSE = 0.923.

## Variable 188 added with crit = -2.97, MSE = 0.92.

## Variable 195 added with crit = -5.41, MSE = 0.916.

## Variable 200 added with crit = -5.51, MSE = 0.914.

## Variable 218 added with crit = -9.09, MSE = 0.909.

## Variable 225 added with crit = -9.14, MSE = 0.907.

## Variable 237 added with crit = -10.91, MSE = 0.904.

## Variable 239 added with crit = -14.83, MSE = 0.899.

## Variable 240 added with crit = -17.52, MSE = 0.894.

## Variable 246 added with crit = -20.96, MSE = 0.89.

## Variable 267 added with crit = -22.17, MSE = 0.887.

## Variable 275 added with crit = -23.53, MSE = 0.884.

## Variable 291 added with crit = -23.83, MSE = 0.882.

## Variable 299 added with crit = -24.05, MSE = 0.88.

## Variable 300 added with crit = -25.37, MSE = 0.877.

## Variable 302 added with crit = -32.72, MSE = 0.869.

## Variable 310 added with crit = -32.73, MSE = 0.867.

## Variable 312 added with crit = -38.28, MSE = 0.86.

## Variable 322 added with crit = -40.01, MSE = 0.857.

## Variable 325 added with crit = -45.64, MSE = 0.851.

## Variable 326 added with crit = -46.07, MSE = 0.849.

## Variable 327 added with crit = -52.39, MSE = 0.842.

## Variable 329 added with crit = -52.57, MSE = 0.84.

## Variable 334 added with crit = -55.2, MSE = 0.836.

## Variable 337 added with crit = -57.15, MSE = 0.833.

## Variable 345 added with crit = -57.43, MSE = 0.831.

## Variable 346 added with crit = -58.47, MSE = 0.828.

## Variable 351 added with crit = -59.69, MSE = 0.826.

## Variable 354 added with crit = -59.94, MSE = 0.824.

## Variable 357 added with crit = -64.29, MSE = 0.818.

## Variable 359 added with crit = -65.8, MSE = 0.816.

## Variable 370 added with crit = -68.64, MSE = 0.812.

## Done.

## Starting the fast-forward, 0 variables, crit = 988.45, MSE = 0.988.

## Variable 2 added with crit = 985.91, MSE = 0.984.

## Variable 3 added with crit = 965.37, MSE = 0.961.

## Variable 4 added with crit = 959.81, MSE = 0.954.

## Variable 5 added with crit = 954.13, MSE = 0.946.

## Variable 6 added with crit = 939.16, MSE = 0.929.

## Variable 13 added with crit = 938.17, MSE = 0.926.

## Variable 28 added with crit = 937.93, MSE = 0.924.

## Variable 33 added with crit = 936.03, MSE = 0.92.

## Variable 34 added with crit = 934.92, MSE = 0.917.

## Variable 43 added with crit = 934.43, MSE = 0.914.

## Variable 45 added with crit = 933.11, MSE = 0.911.

## Variable 47 added with crit = 933, MSE = 0.909.

## Variable 56 added with crit = 932.98, MSE = 0.907.

## Variable 59 added with crit = 932.21, MSE = 0.904.

## Variable 64 added with crit = 932.17, MSE = 0.902.

## Variable 78 added with crit = 931.77, MSE = 0.9.

## Variable 80 added with crit = 930.67, MSE = 0.897.

## Variable 81 added with crit = 930.39, MSE = 0.894.

## Variable 83 added with crit = 930.36, MSE = 0.892.

## Variable 93 added with crit = 927.19, MSE = 0.887.

## Variable 95 added with crit = 926.64, MSE = 0.885.

## Variable 98 added with crit = 925.21, MSE = 0.881.

## Variable 109 added with crit = 924.62, MSE = 0.879.

## Variable 114 added with crit = 924.09, MSE = 0.876.

## Variable 126 added with crit = 923.92, MSE = 0.874.

## Variable 160 added with crit = 922.64, MSE = 0.871.

## Variable 165 added with crit = 922.62, MSE = 0.869.

## Variable 169 added with crit = 921.92, MSE = 0.866.

## Variable 170 added with crit = 921.05, MSE = 0.863.

## Variable 180 added with crit = 920.82, MSE = 0.861.

## Variable 192 added with crit = 919.33, MSE = 0.857.

## Variable 210 added with crit = 919.23, MSE = 0.855.

## Variable 228 added with crit = 916.6, MSE = 0.851.

## Variable 238 added with crit = 913.75, MSE = 0.846.

## Variable 240 added with crit = 913.38, MSE = 0.843.

## Variable 241 added with crit = 912.77, MSE = 0.841.

## Variable 277 added with crit = 911.97, MSE = 0.838.

## Variable 283 added with crit = 911.75, MSE = 0.836.

## Variable 297 added with crit = 910.76, MSE = 0.833.

## Variable 307 added with crit = 910.27, MSE = 0.83.

## Variable 330 added with crit = 910.2, MSE = 0.828.

## Variable 333 added with crit = 908.79, MSE = 0.825.

## Variable 334 added with crit = 904, MSE = 0.818.

## Variable 352 added with crit = 903.8, MSE = 0.816.

## Variable 360 added with crit = 903.05, MSE = 0.813.

## Variable 373 added with crit = 901.95, MSE = 0.81.

## Variable 379 added with crit = 901.76, MSE = 0.808.

## Variable 393 added with crit = 899.96, MSE = 0.804.

## Variable 402 added with crit = 898.57, MSE = 0.801.

## Variable 405 added with crit = 897.37, MSE = 0.797.

## Variable 410 added with crit = 896.84, MSE = 0.795.

## Variable 420 added with crit = 886.12, MSE = 0.782.

## Variable 422 added with crit = 885.92, MSE = 0.78.

## Variable 438 added with crit = 884.31, MSE = 0.776.

## Variable 441 added with crit = 882.9, MSE = 0.773.

## Variable 443 added with crit = 882.84, MSE = 0.771.

## Variable 446 added with crit = 880.96, MSE = 0.767.

## Variable 449 added with crit = 879.51, MSE = 0.764.

## Variable 456 added with crit = 876.16, MSE = 0.758.

## Variable 471 added with crit = 875.61, MSE = 0.756.

## Variable 482 added with crit = 875.34, MSE = 0.753.

## Variable 483 added with crit = 872.77, MSE = 0.749.

## Variable 485 added with crit = 871.27, MSE = 0.745.

## Variable 501 added with crit = 871.17, MSE = 0.743.

## Variable 503 added with crit = 871.13, MSE = 0.741.

## Variable 519 added with crit = 870.75, MSE = 0.739.

## Variable 522 added with crit = 866.24, MSE = 0.732.

## Variable 530 added with crit = 866.07, MSE = 0.73.

## Variable 539 added with crit = 861.36, MSE = 0.723.

## Variable 558 added with crit = 861.26, MSE = 0.721.

## Done.

## Starting the fast-forward, 0 variables, crit = -11.62, MSE = 0.988.

## Variable 2 added with crit = -14.22, MSE = 0.984.

## Variable 3 added with crit = -35.39, MSE = 0.961.

## Variable 4 added with crit = -41.29, MSE = 0.954.

## Variable 5 added with crit = -47.37, MSE = 0.946.

## Variable 6 added with crit = -63.47, MSE = 0.929.

## Variable 13 added with crit = -64.7, MSE = 0.926.

## Variable 28 added with crit = -65.12, MSE = 0.924.

## Variable 33 added with crit = -67.35, MSE = 0.92.

## Variable 34 added with crit = -68.74, MSE = 0.917.

## Variable 43 added with crit = -69.46, MSE = 0.914.

## Variable 45 added with crit = -71.09, MSE = 0.911.

## Variable 47 added with crit = -71.41, MSE = 0.909.

## Variable 56 added with crit = -71.64, MSE = 0.907.

## Variable 59 added with crit = -72.69, MSE = 0.904.

## Variable 61 added with crit = -72.77, MSE = 0.902.

## Variable 64 added with crit = -73.07, MSE = 0.9.

## Variable 78 added with crit = -73.73, MSE = 0.898.

## Variable 80 added with crit = -75.21, MSE = 0.895.

## Variable 81 added with crit = -75.84, MSE = 0.892.

## Variable 82 added with crit = -75.95, MSE = 0.891.

## Variable 85 added with crit = -75.98, MSE = 0.889.

## Variable 93 added with crit = -79.6, MSE = 0.884.

## Variable 95 added with crit = -80.46, MSE = 0.881.

## Variable 98 added with crit = -82.57, MSE = 0.878.

## Variable 109 added with crit = -83.27, MSE = 0.875.

## Variable 114 added with crit = -83.97, MSE = 0.873.

## Variable 126 added with crit = -84.27, MSE = 0.871.

## Variable 128 added with crit = -84.52, MSE = 0.869.

## Variable 149 added with crit = -84.78, MSE = 0.867.

## Variable 160 added with crit = -85.92, MSE = 0.864.

## Variable 169 added with crit = -86.68, MSE = 0.862.

## Variable 170 added with crit = -88.38, MSE = 0.859.

## Variable 180 added with crit = -88.94, MSE = 0.856.

## Variable 192 added with crit = -90.9, MSE = 0.853.

## Variable 202 added with crit = -91.13, MSE = 0.851.

## Variable 206 added with crit = -91.17, MSE = 0.849.

## Variable 210 added with crit = -91.84, MSE = 0.847.

## Variable 227 added with crit = -92.55, MSE = 0.845.

## Variable 228 added with crit = -95.6, MSE = 0.841.

## Variable 234 added with crit = -95.82, MSE = 0.839.

## Variable 238 added with crit = -100.21, MSE = 0.833.

## Variable 240 added with crit = -100.44, MSE = 0.832.

## Variable 241 added with crit = -100.6, MSE = 0.83.

## Variable 254 added with crit = -100.84, MSE = 0.828.

## Variable 262 added with crit = -101.16, MSE = 0.826.

## Variable 269 added with crit = -101.56, MSE = 0.824.

## Variable 274 added with crit = -101.74, MSE = 0.822.

## Variable 277 added with crit = -103.7, MSE = 0.819.

## Variable 283 added with crit = -103.87, MSE = 0.817.

## Variable 289 added with crit = -104.7, MSE = 0.815.

## Variable 294 added with crit = -104.76, MSE = 0.813.

## Variable 297 added with crit = -105.28, MSE = 0.811.

## Variable 303 added with crit = -105.63, MSE = 0.809.

## Variable 307 added with crit = -106.35, MSE = 0.807.

## Variable 330 added with crit = -107.43, MSE = 0.805.

## Variable 333 added with crit = -109.26, MSE = 0.802.

## Variable 334 added with crit = -116.4, MSE = 0.794.

## Variable 353 added with crit = -116.42, MSE = 0.793.

## Variable 360 added with crit = -116.55, MSE = 0.791.

## Variable 362 added with crit = -117.14, MSE = 0.789.

## Variable 366 added with crit = -117.29, MSE = 0.787.

## Variable 373 added with crit = -117.81, MSE = 0.785.

## Variable 379 added with crit = -118.45, MSE = 0.783.

## Variable 393 added with crit = -123.76, MSE = 0.777.

## Variable 399 added with crit = -124.05, MSE = 0.776.

## Variable 402 added with crit = -126.41, MSE = 0.772.

## Variable 405 added with crit = -129.04, MSE = 0.769.

## Variable 410 added with crit = -130.36, MSE = 0.766.

## Variable 413 added with crit = -130.38, MSE = 0.765.

## Variable 420 added with crit = -142.62, MSE = 0.754.

## Done.

## Starting the fast-forward, 0 variables, crit = 1099.52, MSE = 1.1.

## Variable 2 added with crit = 1084.5, MSE = 1.082.

## Variable 3 added with crit = 1067.83, MSE = 1.064.

## Variable 5 added with crit = 1053.82, MSE = 1.048.

## Variable 6 added with crit = 1043.29, MSE = 1.035.

## Variable 8 added with crit = 1038.66, MSE = 1.029.

## Variable 13 added with crit = 1038.51, MSE = 1.027.

## Variable 14 added with crit = 1028.73, MSE = 1.015.

## Variable 22 added with crit = 1027.79, MSE = 1.012.

## Variable 29 added with crit = 1022.93, MSE = 1.005.

## Variable 35 added with crit = 1021.07, MSE = 1.001.

## Variable 45 added with crit = 1020.16, MSE = 0.998.

## Variable 47 added with crit = 1018.56, MSE = 0.995.

## Variable 48 added with crit = 1018.12, MSE = 0.992.

## Variable 50 added with crit = 1017.58, MSE = 0.99.

## Variable 53 added with crit = 1017.29, MSE = 0.987.

## Variable 60 added with crit = 1014.5, MSE = 0.982.

## Variable 63 added with crit = 1013.55, MSE = 0.98.

## Variable 65 added with crit = 1011.96, MSE = 0.976.

## Variable 67 added with crit = 1011.81, MSE = 0.974.

## Variable 75 added with crit = 1007.83, MSE = 0.968.

## Variable 83 added with crit = 1007.68, MSE = 0.966.

## Variable 95 added with crit = 1007.27, MSE = 0.963.

## Variable 103 added with crit = 1006.03, MSE = 0.96.

## Variable 107 added with crit = 1005.42, MSE = 0.957.

## Variable 114 added with crit = 1000.23, MSE = 0.95.

## Variable 119 added with crit = 1000.04, MSE = 0.948.

## Variable 121 added with crit = 999.83, MSE = 0.946.

## Variable 122 added with crit = 998.48, MSE = 0.942.

## Variable 129 added with crit = 994.08, MSE = 0.936.

## Variable 136 added with crit = 993.16, MSE = 0.933.

## Variable 143 added with crit = 992.88, MSE = 0.931.

## Variable 146 added with crit = 992.81, MSE = 0.929.

## Variable 147 added with crit = 992.51, MSE = 0.927.

## Variable 156 added with crit = 991.89, MSE = 0.924.

## Variable 157 added with crit = 991.82, MSE = 0.922.

## Variable 159 added with crit = 991.15, MSE = 0.919.

## Variable 162 added with crit = 990.54, MSE = 0.917.

## Variable 169 added with crit = 989.43, MSE = 0.913.

## Variable 172 added with crit = 989.24, MSE = 0.911.

## Variable 198 added with crit = 988.11, MSE = 0.908.

## Variable 199 added with crit = 984.78, MSE = 0.903.

## Variable 205 added with crit = 983.34, MSE = 0.899.

## Variable 206 added with crit = 981.85, MSE = 0.896.

## Variable 214 added with crit = 978.36, MSE = 0.89.

## Variable 226 added with crit = 973.7, MSE = 0.884.

## Variable 237 added with crit = 973.22, MSE = 0.881.

## Variable 238 added with crit = 972.88, MSE = 0.879.

## Variable 244 added with crit = 972.25, MSE = 0.876.

## Variable 245 added with crit = 969.28, MSE = 0.871.

## Variable 248 added with crit = 967.28, MSE = 0.867.

## Variable 261 added with crit = 964.84, MSE = 0.863.

## Variable 270 added with crit = 964.09, MSE = 0.86.

## Variable 272 added with crit = 963.39, MSE = 0.857.

## Variable 277 added with crit = 960.77, MSE = 0.853.

## Variable 283 added with crit = 960.52, MSE = 0.851.

## Variable 284 added with crit = 957.77, MSE = 0.846.

## Variable 286 added with crit = 957.18, MSE = 0.843.

## Variable 291 added with crit = 957.16, MSE = 0.841.

## Variable 296 added with crit = 956.73, MSE = 0.839.

## Variable 298 added with crit = 954.44, MSE = 0.834.

## Variable 305 added with crit = 951.05, MSE = 0.829.

## Variable 308 added with crit = 950.62, MSE = 0.827.

## Variable 312 added with crit = 948.98, MSE = 0.823.

## Variable 317 added with crit = 948.68, MSE = 0.821.

## Variable 318 added with crit = 947.11, MSE = 0.817.

## Variable 321 added with crit = 946.05, MSE = 0.814.

## Variable 338 added with crit = 940.9, MSE = 0.807.

## Variable 340 added with crit = 939.83, MSE = 0.804.

## Variable 351 added with crit = 937.21, MSE = 0.799.

## Variable 358 added with crit = 936.38, MSE = 0.796.

## Done.

## Starting the fast-forward, 0 variables, crit = 94.88, MSE = 1.1.

## Variable 2 added with crit = 81.27, MSE = 1.082.

## Variable 3 added with crit = 65.88, MSE = 1.064.

## Variable 5 added with crit = 52.71, MSE = 1.048.

## Variable 6 added with crit = 42.69, MSE = 1.035.

## Variable 8 added with crit = 38.26, MSE = 1.029.

## Variable 13 added with crit = 38.17, MSE = 1.027.

## Variable 14 added with crit = 28.62, MSE = 1.015.

## Variable 22 added with crit = 27.72, MSE = 1.012.

## Variable 29 added with crit = 22.92, MSE = 1.005.

## Variable 35 added with crit = 21.07, MSE = 1.001.

## Variable 45 added with crit = 20.16, MSE = 0.998.

## Variable 47 added with crit = 18.54, MSE = 0.995.

## Variable 48 added with crit = 18.09, MSE = 0.992.

## Variable 50 added with crit = 17.52, MSE = 0.99.

## Variable 53 added with crit = 17.2, MSE = 0.987.

## Variable 60 added with crit = 14.34, MSE = 0.982.

## Variable 63 added with crit = 13.34, MSE = 0.98.

## Variable 65 added with crit = 11.66, MSE = 0.976.

## Variable 67 added with crit = 11.46, MSE = 0.974.

## Variable 75 added with crit = 7.3, MSE = 0.968.

## Variable 83 added with crit = 7.08, MSE = 0.966.

## Variable 95 added with crit = 6.58, MSE = 0.963.

## Variable 103 added with crit = 5.21, MSE = 0.96.

## Variable 107 added with crit = 4.48, MSE = 0.957.

## Variable 114 added with crit = -1.05, MSE = 0.95.

## Variable 119 added with crit = -1.36, MSE = 0.948.

## Variable 121 added with crit = -1.7, MSE = 0.946.

## Variable 122 added with crit = -3.24, MSE = 0.942.

## Variable 129 added with crit = -8.06, MSE = 0.936.

## Variable 136 added with crit = -9.18, MSE = 0.933.

## Variable 143 added with crit = -9.62, MSE = 0.931.

## Variable 146 added with crit = -9.85, MSE = 0.929.

## Variable 147 added with crit = -10.33, MSE = 0.927.

## Variable 152 added with crit = -10.46, MSE = 0.925.

## Variable 156 added with crit = -11.19, MSE = 0.922.

## Variable 157 added with crit = -11.56, MSE = 0.92.

## Variable 159 added with crit = -12.16, MSE = 0.917.

## Variable 162 added with crit = -13.04, MSE = 0.915.

## Variable 169 added with crit = -14.44, MSE = 0.912.

## Variable 171 added with crit = -14.53, MSE = 0.91.

## Variable 172 added with crit = -14.81, MSE = 0.908.

## Variable 198 added with crit = -16.35, MSE = 0.905.

## Variable 199 added with crit = -20.71, MSE = 0.899.

## Variable 205 added with crit = -22.2, MSE = 0.896.

## Variable 206 added with crit = -24.78, MSE = 0.892.

## Variable 207 added with crit = -25.16, MSE = 0.889.

## Variable 214 added with crit = -29.24, MSE = 0.884.

## Variable 226 added with crit = -35.67, MSE = 0.877.

## Variable 237 added with crit = -36.11, MSE = 0.874.

## Variable 238 added with crit = -36.84, MSE = 0.872.

## Variable 244 added with crit = -38.08, MSE = 0.869.

## Variable 245 added with crit = -42.11, MSE = 0.864.

## Variable 248 added with crit = -44.04, MSE = 0.861.

## Variable 261 added with crit = -47.43, MSE = 0.856.

## Variable 266 added with crit = -47.98, MSE = 0.854.

## Variable 269 added with crit = -48.47, MSE = 0.852.

## Variable 270 added with crit = -49.06, MSE = 0.85.

## Variable 272 added with crit = -49.62, MSE = 0.847.

## Variable 277 added with crit = -52.96, MSE = 0.843.

## Variable 283 added with crit = -54.14, MSE = 0.84.

## Variable 284 added with crit = -56.56, MSE = 0.836.

## Variable 286 added with crit = -57.84, MSE = 0.834.

## Variable 290 added with crit = -58.36, MSE = 0.832.

## Variable 296 added with crit = -60.1, MSE = 0.829.

## Variable 298 added with crit = -62.43, MSE = 0.825.

## Variable 305 added with crit = -66.74, MSE = 0.82.

## Variable 308 added with crit = -67.8, MSE = 0.817.

## Variable 312 added with crit = -69.87, MSE = 0.814.

## Variable 317 added with crit = -71.88, MSE = 0.811.

## Variable 318 added with crit = -76.64, MSE = 0.805.

## Done.

## Starting the fast-forward, 0 variables, crit = 1085.63, MSE = 1.086.

## Variable 2 added with crit = 1069.96, MSE = 1.068.

## Variable 3 added with crit = 1062.29, MSE = 1.058.

## Variable 4 added with crit = 1054.87, MSE = 1.049.

## Variable 5 added with crit = 1054.18, MSE = 1.046.

## Variable 6 added with crit = 1038.24, MSE = 1.028.

## Variable 14 added with crit = 1036.8, MSE = 1.025.

## Variable 37 added with crit = 1031.27, MSE = 1.017.

## Variable 45 added with crit = 1031.08, MSE = 1.015.

## Variable 49 added with crit = 1027.26, MSE = 1.009.

## Variable 51 added with crit = 1025.95, MSE = 1.006.

## Variable 53 added with crit = 1023.55, MSE = 1.002.

## Variable 56 added with crit = 1021.49, MSE = 0.997.

## Variable 57 added with crit = 1021.01, MSE = 0.995.

## Variable 58 added with crit = 1016.91, MSE = 0.989.

## Variable 59 added with crit = 1016.47, MSE = 0.986.

## Variable 62 added with crit = 1016.22, MSE = 0.984.

## Variable 63 added with crit = 1015.61, MSE = 0.982.

## Variable 72 added with crit = 1014.73, MSE = 0.979.

## Variable 76 added with crit = 1010.47, MSE = 0.972.

## Variable 79 added with crit = 1009.93, MSE = 0.97.

## Variable 98 added with crit = 1008.95, MSE = 0.967.

## Variable 102 added with crit = 1008.81, MSE = 0.965.

## Variable 105 added with crit = 1001.02, MSE = 0.955.

## Variable 120 added with crit = 1000.98, MSE = 0.953.

## Variable 123 added with crit = 996.92, MSE = 0.947.

## Variable 127 added with crit = 996.42, MSE = 0.944.

## Variable 133 added with crit = 996.27, MSE = 0.942.

## Variable 136 added with crit = 995.13, MSE = 0.939.

## Variable 137 added with crit = 994.84, MSE = 0.937.

## Variable 139 added with crit = 994.36, MSE = 0.934.

## Variable 153 added with crit = 994.1, MSE = 0.932.

## Variable 162 added with crit = 991.36, MSE = 0.927.

## Variable 168 added with crit = 988.49, MSE = 0.922.

## Variable 209 added with crit = 983.2, MSE = 0.915.

## Variable 211 added with crit = 982.63, MSE = 0.913.

## Variable 220 added with crit = 982.1, MSE = 0.91.

## Variable 223 added with crit = 981.66, MSE = 0.908.

## Variable 229 added with crit = 980.08, MSE = 0.904.

## Variable 248 added with crit = 979.92, MSE = 0.902.

## Variable 267 added with crit = 974.27, MSE = 0.894.

## Variable 268 added with crit = 970.64, MSE = 0.889.

## Variable 273 added with crit = 966.43, MSE = 0.882.

## Variable 281 added with crit = 964.69, MSE = 0.879.

## Variable 282 added with crit = 964.01, MSE = 0.876.

## Variable 283 added with crit = 963.85, MSE = 0.874.

## Variable 292 added with crit = 961.95, MSE = 0.87.

## Variable 293 added with crit = 960.5, MSE = 0.866.

## Variable 295 added with crit = 958.44, MSE = 0.862.

## Variable 314 added with crit = 957.54, MSE = 0.86.

## Variable 332 added with crit = 957.1, MSE = 0.857.

## Variable 337 added with crit = 956.9, MSE = 0.855.

## Variable 338 added with crit = 955.35, MSE = 0.851.

## Variable 343 added with crit = 955.32, MSE = 0.849.

## Variable 346 added with crit = 954.43, MSE = 0.846.

## Variable 351 added with crit = 952.83, MSE = 0.843.

## Variable 356 added with crit = 950.79, MSE = 0.839.

## Variable 362 added with crit = 949.34, MSE = 0.835.

## Variable 372 added with crit = 949.18, MSE = 0.833.

## Variable 375 added with crit = 946.45, MSE = 0.828.

## Variable 376 added with crit = 943.47, MSE = 0.823.

## Variable 384 added with crit = 943.37, MSE = 0.821.

## Variable 393 added with crit = 943.22, MSE = 0.819.

## Variable 402 added with crit = 942.07, MSE = 0.816.

## Variable 406 added with crit = 941.88, MSE = 0.814.

## Variable 409 added with crit = 941.85, MSE = 0.812.

## Variable 411 added with crit = 941.43, MSE = 0.809.

## Variable 413 added with crit = 940.97, MSE = 0.807.

## Variable 414 added with crit = 940.68, MSE = 0.805.

## Variable 418 added with crit = 940.07, MSE = 0.802.

## Variable 423 added with crit = 940.06, MSE = 0.8.

## Done.

## Starting the fast-forward, 0 variables, crit = 82.16, MSE = 1.086.

## Variable 2 added with crit = 67.75, MSE = 1.068.

## Variable 3 added with crit = 60.66, MSE = 1.058.

## Variable 4 added with crit = 53.71, MSE = 1.049.

## Variable 5 added with crit = 53.15, MSE = 1.046.

## Variable 6 added with crit = 37.85, MSE = 1.028.

## Variable 14 added with crit = 36.5, MSE = 1.025.

## Variable 37 added with crit = 31.12, MSE = 1.017.

## Variable 45 added with crit = 30.96, MSE = 1.015.

## Variable 49 added with crit = 27.22, MSE = 1.009.

## Variable 51 added with crit = 25.93, MSE = 1.006.

## Variable 53 added with crit = 23.55, MSE = 1.002.

## Variable 56 added with crit = 21.49, MSE = 0.997.

## Variable 57 added with crit = 21, MSE = 0.995.

## Variable 58 added with crit = 16.84, MSE = 0.989.

## Variable 59 added with crit = 16.38, MSE = 0.986.

## Variable 62 added with crit = 16.09, MSE = 0.984.

## Variable 63 added with crit = 15.44, MSE = 0.982.

## Variable 72 added with crit = 14.5, MSE = 0.979.

## Variable 76 added with crit = 10.08, MSE = 0.972.

## Variable 79 added with crit = 9.47, MSE = 0.97.

## Variable 98 added with crit = 8.39, MSE = 0.967.

## Variable 102 added with crit = 8.18, MSE = 0.965.

## Variable 105 added with crit = -0.02, MSE = 0.955.

## Variable 120 added with crit = -0.16, MSE = 0.953.

## Variable 123 added with crit = -4.54, MSE = 0.947.

## Variable 127 added with crit = -5.18, MSE = 0.944.

## Variable 133 added with crit = -5.46, MSE = 0.942.

## Variable 136 added with crit = -6.81, MSE = 0.939.

## Variable 137 added with crit = -7.25, MSE = 0.937.

## Variable 139 added with crit = -7.9, MSE = 0.934.

## Variable 153 added with crit = -8.32, MSE = 0.932.

## Variable 162 added with crit = -11.42, MSE = 0.927.

## Variable 168 added with crit = -14.68, MSE = 0.922.

## Variable 178 added with crit = -14.79, MSE = 0.921.

## Variable 209 added with crit = -20.71, MSE = 0.913.

## Variable 211 added with crit = -21.55, MSE = 0.911.

## Variable 215 added with crit = -21.67, MSE = 0.909.

## Variable 220 added with crit = -22.34, MSE = 0.906.

## Variable 223 added with crit = -23.13, MSE = 0.904.

## Variable 229 added with crit = -25.66, MSE = 0.9.

## Variable 248 added with crit = -26.23, MSE = 0.897.

## Variable 267 added with crit = -32.26, MSE = 0.89.

## Variable 268 added with crit = -36.49, MSE = 0.885.

## Variable 273 added with crit = -41.34, MSE = 0.879.

## Variable 281 added with crit = -43.93, MSE = 0.875.

## Variable 282 added with crit = -44.87, MSE = 0.872.

## Variable 283 added with crit = -46, MSE = 0.869.

## Variable 291 added with crit = -46.25, MSE = 0.867.

## Variable 292 added with crit = -48.73, MSE = 0.864.

## Variable 293 added with crit = -50.97, MSE = 0.86.

## Variable 295 added with crit = -53.29, MSE = 0.856.

## Variable 314 added with crit = -54.75, MSE = 0.853.

## Variable 315 added with crit = -54.89, MSE = 0.851.

## Variable 332 added with crit = -55.57, MSE = 0.849.

## Variable 337 added with crit = -55.91, MSE = 0.847.

## Variable 338 added with crit = -58.07, MSE = 0.844.

## Variable 343 added with crit = -58.82, MSE = 0.841.

## Variable 346 added with crit = -60.2, MSE = 0.838.

## Variable 351 added with crit = -63.09, MSE = 0.834.

## Variable 356 added with crit = -65.62, MSE = 0.831.

## Variable 362 added with crit = -66.99, MSE = 0.828.

## Variable 372 added with crit = -67.78, MSE = 0.825.

## Variable 375 added with crit = -71.05, MSE = 0.821.

## Variable 376 added with crit = -74.65, MSE = 0.817.

## Variable 384 added with crit = -74.83, MSE = 0.815.

## Variable 390 added with crit = -75.11, MSE = 0.813.

## Variable 393 added with crit = -76.14, MSE = 0.81.

## Variable 402 added with crit = -78.16, MSE = 0.807.

## Variable 406 added with crit = -78.52, MSE = 0.805.

## Variable 409 added with crit = -78.97, MSE = 0.803.

## Done.

## Starting the fast-forward, 0 variables, crit = 1002.96, MSE = 1.003.

## Variable 2 added with crit = 993.67, MSE = 0.992.

## Variable 3 added with crit = 973.53, MSE = 0.97.

## Variable 4 added with crit = 968.31, MSE = 0.962.

## Variable 5 added with crit = 964.1, MSE = 0.956.

## Variable 6 added with crit = 960.37, MSE = 0.95.

## Variable 11 added with crit = 959.06, MSE = 0.947.

## Variable 13 added with crit = 958.82, MSE = 0.945.

## Variable 19 added with crit = 958, MSE = 0.942.

## Variable 25 added with crit = 956.49, MSE = 0.938.

## Variable 30 added with crit = 954.84, MSE = 0.935.

## Variable 34 added with crit = 952.35, MSE = 0.93.

## Variable 41 added with crit = 948.45, MSE = 0.924.

## Variable 50 added with crit = 947.25, MSE = 0.921.

## Variable 59 added with crit = 947.18, MSE = 0.919.

## Variable 90 added with crit = 945.1, MSE = 0.915.

## Variable 100 added with crit = 943.25, MSE = 0.911.

## Variable 101 added with crit = 942.22, MSE = 0.908.

## Variable 127 added with crit = 939.69, MSE = 0.904.

## Variable 132 added with crit = 938.25, MSE = 0.9.

## Variable 150 added with crit = 937.85, MSE = 0.898.

## Variable 158 added with crit = 928.32, MSE = 0.886.

## Variable 175 added with crit = 927.87, MSE = 0.884.

## Variable 196 added with crit = 925.77, MSE = 0.88.

## Variable 198 added with crit = 924.21, MSE = 0.876.

## Variable 209 added with crit = 923.82, MSE = 0.874.

## Variable 211 added with crit = 922.07, MSE = 0.87.

## Variable 213 added with crit = 920.85, MSE = 0.867.

## Variable 220 added with crit = 919.87, MSE = 0.864.

## Variable 224 added with crit = 917.95, MSE = 0.86.

## Variable 244 added with crit = 917.53, MSE = 0.858.

## Variable 246 added with crit = 915.76, MSE = 0.854.

## Variable 253 added with crit = 913.87, MSE = 0.85.

## Variable 269 added with crit = 911.14, MSE = 0.845.

## Variable 272 added with crit = 910.94, MSE = 0.843.

## Variable 280 added with crit = 910.45, MSE = 0.84.

## Variable 282 added with crit = 909.44, MSE = 0.837.

## Variable 298 added with crit = 908.26, MSE = 0.834.

## Variable 310 added with crit = 907.63, MSE = 0.832.

## Variable 315 added with crit = 904.63, MSE = 0.827.

## Variable 320 added with crit = 903.76, MSE = 0.824.

## Variable 329 added with crit = 903.64, MSE = 0.822.

## Variable 333 added with crit = 902.65, MSE = 0.819.

## Variable 344 added with crit = 899.54, MSE = 0.814.

## Variable 349 added with crit = 899.17, MSE = 0.811.

## Variable 369 added with crit = 899.15, MSE = 0.809.

## Variable 379 added with crit = 896.94, MSE = 0.805.

## Variable 381 added with crit = 896.13, MSE = 0.802.

## Variable 388 added with crit = 889.83, MSE = 0.794.

## Variable 394 added with crit = 886.98, MSE = 0.789.

## Variable 396 added with crit = 885.73, MSE = 0.786.

## Variable 409 added with crit = 883.08, MSE = 0.781.

## Variable 432 added with crit = 882.47, MSE = 0.778.

## Variable 436 added with crit = 882.11, MSE = 0.776.

## Variable 437 added with crit = 879.57, MSE = 0.772.

## Variable 444 added with crit = 878.3, MSE = 0.768.

## Variable 496 added with crit = 877.61, MSE = 0.766.

## Variable 524 added with crit = 872.78, MSE = 0.759.

## Variable 527 added with crit = 871.98, MSE = 0.756.

## Variable 561 added with crit = 871.96, MSE = 0.754.

## Variable 569 added with crit = 871.87, MSE = 0.752.

## Variable 579 added with crit = 871.85, MSE = 0.75.

## Variable 601 added with crit = 871.85, MSE = 0.748.

## Variable 616 added with crit = 871.84, MSE = 0.746.

## Variable 629 added with crit = 871.06, MSE = 0.743.

## Variable 660 added with crit = 870.45, MSE = 0.74.

## Variable 673 added with crit = 868.72, MSE = 0.737.

## Variable 677 added with crit = 867.36, MSE = 0.733.

## Variable 691 added with crit = 865.45, MSE = 0.729.

## Variable 702 added with crit = 862.19, MSE = 0.724.

## Variable 704 added with crit = 861.07, MSE = 0.721.

## Done.

## Starting the fast-forward, 0 variables, crit = 2.96, MSE = 1.003.

## Variable 2 added with crit = -6.37, MSE = 0.992.

## Variable 3 added with crit = -26.95, MSE = 0.97.

## Variable 4 added with crit = -32.42, MSE = 0.962.

## Variable 5 added with crit = -36.89, MSE = 0.956.

## Variable 6 added with crit = -40.91, MSE = 0.95.

## Variable 11 added with crit = -42.39, MSE = 0.947.

## Variable 13 added with crit = -42.77, MSE = 0.945.

## Variable 19 added with crit = -43.75, MSE = 0.942.

## Variable 25 added with crit = -45.48, MSE = 0.938.

## Variable 30 added with crit = -47.37, MSE = 0.935.

## Variable 34 added with crit = -50.19, MSE = 0.93.

## Variable 41 added with crit = -54.56, MSE = 0.924.

## Variable 50 added with crit = -56.03, MSE = 0.921.

## Variable 59 added with crit = -56.28, MSE = 0.919.

## Variable 90 added with crit = -58.72, MSE = 0.915.

## Variable 100 added with crit = -60.94, MSE = 0.911.

## Variable 101 added with crit = -62.27, MSE = 0.908.

## Variable 106 added with crit = -62.47, MSE = 0.906.

## Variable 127 added with crit = -65.32, MSE = 0.902.

## Variable 128 added with crit = -65.33, MSE = 0.9.

## Variable 132 added with crit = -66.82, MSE = 0.897.

## Variable 150 added with crit = -67.35, MSE = 0.895.

## Variable 158 added with crit = -78.35, MSE = 0.883.

## Variable 175 added with crit = -79.12, MSE = 0.881.

## Variable 196 added with crit = -81.77, MSE = 0.877.

## Variable 198 added with crit = -84.32, MSE = 0.873.

## Variable 209 added with crit = -84.9, MSE = 0.87.

## Variable 211 added with crit = -87.44, MSE = 0.866.

## Variable 213 added with crit = -89.03, MSE = 0.863.

## Variable 220 added with crit = -90.27, MSE = 0.86.

## Variable 224 added with crit = -92.64, MSE = 0.857.

## Variable 244 added with crit = -93.27, MSE = 0.854.

## Variable 246 added with crit = -95.54, MSE = 0.851.

## Variable 253 added with crit = -97.76, MSE = 0.847.

## Variable 269 added with crit = -101.38, MSE = 0.843.

## Variable 271 added with crit = -101.62, MSE = 0.841.

## Variable 272 added with crit = -102.64, MSE = 0.838.

## Variable 280 added with crit = -103.56, MSE = 0.836.

## Variable 282 added with crit = -105.89, MSE = 0.832.

## Variable 291 added with crit = -106.16, MSE = 0.83.

## Variable 298 added with crit = -108.19, MSE = 0.827.

## Variable 303 added with crit = -108.61, MSE = 0.825.

## Variable 310 added with crit = -110.59, MSE = 0.822.

## Variable 315 added with crit = -114.01, MSE = 0.817.

## Variable 320 added with crit = -115.42, MSE = 0.814.

## Variable 329 added with crit = -116.14, MSE = 0.812.

## Variable 333 added with crit = -117.6, MSE = 0.809.

## Variable 344 added with crit = -121.46, MSE = 0.805.

## Variable 349 added with crit = -122.67, MSE = 0.802.

## Variable 369 added with crit = -123.37, MSE = 0.8.

## Variable 374 added with crit = -123.46, MSE = 0.798.

## Variable 379 added with crit = -126.14, MSE = 0.794.

## Variable 380 added with crit = -126.31, MSE = 0.793.

## Variable 381 added with crit = -127.64, MSE = 0.79.

## Variable 388 added with crit = -135.29, MSE = 0.782.

## Variable 394 added with crit = -140.44, MSE = 0.777.

## Variable 396 added with crit = -143.05, MSE = 0.773.

## Variable 403 added with crit = -143.48, MSE = 0.771.

## Variable 409 added with crit = -147.83, MSE = 0.767.

## Variable 418 added with crit = -148.45, MSE = 0.765.

## Variable 430 added with crit = -148.96, MSE = 0.763.

## Variable 432 added with crit = -150.64, MSE = 0.76.

## Variable 436 added with crit = -151.3, MSE = 0.758.

## Variable 437 added with crit = -155.36, MSE = 0.753.

## Variable 444 added with crit = -157.97, MSE = 0.75.

## Variable 448 added with crit = -158.13, MSE = 0.748.

## Variable 461 added with crit = -158.8, MSE = 0.746.

## Variable 463 added with crit = -159.23, MSE = 0.744.

## Variable 482 added with crit = -159.29, MSE = 0.743.

## Variable 483 added with crit = -159.5, MSE = 0.741.

## Done.

## Starting the fast-forward, 0 variables, crit = 1053.92, MSE = 1.054.

## Variable 2 added with crit = 1051.92, MSE = 1.05.

## Variable 3 added with crit = 1048.57, MSE = 1.045.

## Variable 4 added with crit = 1028.12, MSE = 1.022.

## Variable 5 added with crit = 1015.89, MSE = 1.008.

## Variable 6 added with crit = 1011.83, MSE = 1.002.

## Variable 13 added with crit = 1011.2, MSE = 0.999.

## Variable 15 added with crit = 1010.64, MSE = 0.997.

## Variable 20 added with crit = 1007.64, MSE = 0.992.

## Variable 21 added with crit = 1006.65, MSE = 0.989.

## Variable 27 added with crit = 1006.13, MSE = 0.986.

## Variable 32 added with crit = 1005.71, MSE = 0.984.

## Variable 39 added with crit = 1004.97, MSE = 0.981.

## Variable 45 added with crit = 1004.64, MSE = 0.979.

## Variable 48 added with crit = 999.56, MSE = 0.972.

## Variable 50 added with crit = 998.64, MSE = 0.969.

## Variable 60 added with crit = 995.83, MSE = 0.964.

## Variable 64 added with crit = 991.87, MSE = 0.958.

## Variable 65 added with crit = 991.46, MSE = 0.955.

## Variable 71 added with crit = 991.24, MSE = 0.953.

## Variable 73 added with crit = 990.87, MSE = 0.951.

## Variable 76 added with crit = 990.4, MSE = 0.948.

## Variable 89 added with crit = 989.57, MSE = 0.946.

## Variable 90 added with crit = 989.23, MSE = 0.943.

## Variable 116 added with crit = 988.88, MSE = 0.941.

## Variable 118 added with crit = 986.73, MSE = 0.937.

## Variable 130 added with crit = 986.55, MSE = 0.935.

## Variable 137 added with crit = 985.27, MSE = 0.931.

## Variable 140 added with crit = 985.08, MSE = 0.929.

## Variable 149 added with crit = 984.65, MSE = 0.927.

## Variable 160 added with crit = 981.08, MSE = 0.921.

## Variable 162 added with crit = 980.88, MSE = 0.919.

## Variable 167 added with crit = 978.58, MSE = 0.915.

## Variable 175 added with crit = 976.15, MSE = 0.91.

## Variable 178 added with crit = 975.16, MSE = 0.907.

## Variable 203 added with crit = 974.58, MSE = 0.905.

## Variable 207 added with crit = 974.03, MSE = 0.902.

## Variable 211 added with crit = 971.25, MSE = 0.897.

## Variable 221 added with crit = 969.84, MSE = 0.894.

## Variable 222 added with crit = 969.1, MSE = 0.891.

## Variable 223 added with crit = 967.62, MSE = 0.888.

## Variable 224 added with crit = 967.44, MSE = 0.885.

## Variable 232 added with crit = 961.16, MSE = 0.877.

## Variable 237 added with crit = 958.93, MSE = 0.873.

## Variable 240 added with crit = 958.22, MSE = 0.87.

## Variable 247 added with crit = 946.23, MSE = 0.856.

## Variable 251 added with crit = 943.83, MSE = 0.852.

## Variable 256 added with crit = 942.18, MSE = 0.848.

## Variable 261 added with crit = 941.71, MSE = 0.846.

## Variable 268 added with crit = 940.6, MSE = 0.843.

## Variable 275 added with crit = 939.17, MSE = 0.839.

## Variable 278 added with crit = 938.42, MSE = 0.836.

## Variable 316 added with crit = 938.28, MSE = 0.834.

## Variable 317 added with crit = 934.87, MSE = 0.829.

## Variable 321 added with crit = 934.76, MSE = 0.827.

## Variable 329 added with crit = 932.83, MSE = 0.823.

## Variable 334 added with crit = 932.33, MSE = 0.82.

## Variable 338 added with crit = 927.59, MSE = 0.814.

## Variable 348 added with crit = 926.77, MSE = 0.811.

## Variable 364 added with crit = 925.8, MSE = 0.808.

## Variable 378 added with crit = 925.61, MSE = 0.806.

## Variable 391 added with crit = 925.11, MSE = 0.803.

## Variable 399 added with crit = 922.86, MSE = 0.799.

## Variable 420 added with crit = 921.5, MSE = 0.795.

## Variable 425 added with crit = 918.74, MSE = 0.791.

## Variable 428 added with crit = 918.43, MSE = 0.788.

## Variable 431 added with crit = 918.13, MSE = 0.786.

## Variable 435 added with crit = 917.41, MSE = 0.783.

## Variable 452 added with crit = 917.37, MSE = 0.781.

## Variable 464 added with crit = 914.96, MSE = 0.777.

## Variable 475 added with crit = 913.51, MSE = 0.774.

## Done.

## Starting the fast-forward, 0 variables, crit = 52.51, MSE = 1.054.

## Variable 2 added with crit = 50.71, MSE = 1.05.

## Variable 3 added with crit = 47.61, MSE = 1.045.

## Variable 4 added with crit = 27.88, MSE = 1.022.

## Variable 5 added with crit = 15.86, MSE = 1.008.

## Variable 6 added with crit = 11.83, MSE = 1.002.

## Variable 13 added with crit = 11.2, MSE = 0.999.

## Variable 15 added with crit = 10.63, MSE = 0.997.

## Variable 20 added with crit = 7.61, MSE = 0.992.

## Variable 21 added with crit = 6.59, MSE = 0.989.

## Variable 27 added with crit = 6.04, MSE = 0.986.

## Variable 32 added with crit = 5.57, MSE = 0.984.

## Variable 39 added with crit = 4.79, MSE = 0.981.

## Variable 45 added with crit = 4.41, MSE = 0.979.

## Variable 48 added with crit = -0.85, MSE = 0.972.

## Variable 50 added with crit = -1.86, MSE = 0.969.

## Variable 60 added with crit = -4.84, MSE = 0.964.

## Variable 64 added with crit = -9.04, MSE = 0.958.

## Variable 65 added with crit = -9.56, MSE = 0.955.

## Variable 70 added with crit = -9.6, MSE = 0.954.

## Variable 71 added with crit = -10.15, MSE = 0.951.

## Variable 73 added with crit = -10.72, MSE = 0.949.

## Variable 76 added with crit = -11.31, MSE = 0.946.

## Variable 89 added with crit = -12.28, MSE = 0.943.

## Variable 90 added with crit = -12.67, MSE = 0.941.

## Variable 116 added with crit = -13.16, MSE = 0.939.

## Variable 118 added with crit = -15.83, MSE = 0.934.

## Variable 130 added with crit = -16.15, MSE = 0.932.

## Variable 137 added with crit = -17.52, MSE = 0.929.

## Variable 140 added with crit = -18.07, MSE = 0.927.

## Variable 149 added with crit = -18.76, MSE = 0.924.

## Variable 151 added with crit = -18.96, MSE = 0.922.

## Variable 160 added with crit = -22.5, MSE = 0.917.

## Variable 162 added with crit = -22.64, MSE = 0.915.

## Variable 163 added with crit = -22.85, MSE = 0.913.

## Variable 167 added with crit = -25.61, MSE = 0.909.

## Variable 168 added with crit = -25.66, MSE = 0.907.

## Variable 175 added with crit = -28.16, MSE = 0.903.

## Variable 178 added with crit = -29.21, MSE = 0.9.

## Variable 186 added with crit = -29.32, MSE = 0.898.

## Variable 203 added with crit = -30.36, MSE = 0.896.

## Variable 207 added with crit = -31.5, MSE = 0.893.

## Variable 211 added with crit = -35.21, MSE = 0.888.

## Variable 213 added with crit = -35.28, MSE = 0.886.

## Variable 221 added with crit = -37.88, MSE = 0.882.

## Variable 222 added with crit = -38.94, MSE = 0.879.

## Variable 223 added with crit = -39.88, MSE = 0.876.

## Variable 224 added with crit = -40.05, MSE = 0.875.

## Variable 232 added with crit = -47.82, MSE = 0.866.

## Variable 237 added with crit = -50.69, MSE = 0.862.

## Variable 240 added with crit = -51.91, MSE = 0.859.

## Variable 247 added with crit = -65.65, MSE = 0.846.

## Variable 251 added with crit = -69.4, MSE = 0.841.

## Variable 256 added with crit = -71.79, MSE = 0.837.

## Variable 261 added with crit = -72.74, MSE = 0.835.

## Variable 268 added with crit = -75.7, MSE = 0.831.

## Variable 269 added with crit = -76.08, MSE = 0.829.

## Variable 272 added with crit = -76.22, MSE = 0.827.

## Variable 275 added with crit = -77.94, MSE = 0.824.

## Variable 278 added with crit = -79.08, MSE = 0.821.

## Variable 299 added with crit = -79.15, MSE = 0.819.

## Variable 316 added with crit = -79.83, MSE = 0.817.

## Variable 317 added with crit = -84.22, MSE = 0.812.

## Variable 321 added with crit = -84.71, MSE = 0.81.

## Variable 326 added with crit = -84.99, MSE = 0.808.

## Variable 329 added with crit = -87.41, MSE = 0.805.

## Variable 333 added with crit = -87.96, MSE = 0.803.

## Variable 334 added with crit = -88.6, MSE = 0.8.

## Variable 338 added with crit = -96.09, MSE = 0.793.

## Variable 348 added with crit = -98.09, MSE = 0.79.

## Variable 356 added with crit = -98.53, MSE = 0.788.

## Done.

## Starting the fast-forward, 0 variables, crit = 1055, MSE = 1.055.

## Variable 2 added with crit = 1046.26, MSE = 1.044.

## Variable 3 added with crit = 1025.61, MSE = 1.022.

## Variable 4 added with crit = 1024.1, MSE = 1.018.

## Variable 5 added with crit = 1008.85, MSE = 1.001.

## Variable 6 added with crit = 1006.02, MSE = 0.996.

## Variable 11 added with crit = 1003.48, MSE = 0.991.

## Variable 19 added with crit = 999.29, MSE = 0.985.

## Variable 29 added with crit = 999.21, MSE = 0.983.

## Variable 32 added with crit = 998.84, MSE = 0.981.

## Variable 33 added with crit = 996.55, MSE = 0.977.

## Variable 35 added with crit = 996.03, MSE = 0.974.

## Variable 65 added with crit = 995.16, MSE = 0.971.

## Variable 68 added with crit = 992.69, MSE = 0.967.

## Variable 73 added with crit = 991.23, MSE = 0.963.

## Variable 77 added with crit = 988.37, MSE = 0.958.

## Variable 80 added with crit = 988.37, MSE = 0.956.

## Variable 82 added with crit = 988.11, MSE = 0.954.

## Variable 88 added with crit = 987.79, MSE = 0.952.

## Variable 90 added with crit = 986.22, MSE = 0.948.

## Variable 97 added with crit = 985.06, MSE = 0.945.

## Variable 112 added with crit = 984.35, MSE = 0.942.

## Variable 113 added with crit = 983.92, MSE = 0.94.

## Variable 115 added with crit = 983.42, MSE = 0.937.

## Variable 120 added with crit = 983.17, MSE = 0.935.

## Variable 121 added with crit = 980.45, MSE = 0.93.

## Variable 131 added with crit = 980.08, MSE = 0.928.

## Variable 132 added with crit = 973.97, MSE = 0.92.

## Variable 137 added with crit = 971.55, MSE = 0.916.

## Variable 138 added with crit = 967.41, MSE = 0.909.

## Variable 141 added with crit = 967.33, MSE = 0.907.

## Variable 146 added with crit = 967.25, MSE = 0.905.

## Variable 163 added with crit = 966.31, MSE = 0.902.

## Variable 176 added with crit = 966.06, MSE = 0.9.

## Variable 182 added with crit = 965.26, MSE = 0.897.

## Variable 197 added with crit = 953.94, MSE = 0.884.

## Variable 200 added with crit = 952.69, MSE = 0.881.

## Variable 223 added with crit = 951.82, MSE = 0.878.

## Variable 227 added with crit = 950.11, MSE = 0.874.

## Variable 231 added with crit = 949.17, MSE = 0.871.

## Variable 234 added with crit = 946.62, MSE = 0.867.

## Variable 235 added with crit = 946.17, MSE = 0.864.

## Variable 238 added with crit = 945.95, MSE = 0.862.

## Variable 239 added with crit = 945.66, MSE = 0.86.

## Variable 267 added with crit = 945.09, MSE = 0.857.

## Variable 269 added with crit = 943.68, MSE = 0.854.

## Variable 270 added with crit = 942.66, MSE = 0.851.

## Variable 273 added with crit = 941.4, MSE = 0.847.

## Variable 283 added with crit = 940.9, MSE = 0.845.

## Variable 289 added with crit = 936.21, MSE = 0.838.

## Variable 291 added with crit = 936.11, MSE = 0.836.

## Variable 295 added with crit = 933.66, MSE = 0.832.

## Variable 298 added with crit = 931.69, MSE = 0.828.

## Variable 300 added with crit = 931.52, MSE = 0.826.

## Variable 304 added with crit = 930.48, MSE = 0.822.

## Variable 305 added with crit = 928.7, MSE = 0.819.

## Variable 318 added with crit = 927.79, MSE = 0.816.

## Variable 327 added with crit = 926.83, MSE = 0.813.

## Variable 345 added with crit = 926.4, MSE = 0.81.

## Variable 361 added with crit = 925.16, MSE = 0.807.

## Variable 388 added with crit = 923.97, MSE = 0.804.

## Variable 390 added with crit = 923.79, MSE = 0.802.

## Variable 404 added with crit = 923.45, MSE = 0.799.

## Variable 424 added with crit = 923.01, MSE = 0.797.

## Variable 425 added with crit = 922.82, MSE = 0.795.

## Variable 440 added with crit = 922.26, MSE = 0.792.

## Variable 446 added with crit = 921.8, MSE = 0.79.

## Variable 450 added with crit = 920.83, MSE = 0.787.

## Variable 453 added with crit = 920.76, MSE = 0.785.

## Variable 456 added with crit = 918.59, MSE = 0.781.

## Variable 459 added with crit = 916.12, MSE = 0.776.

## Done.

## Starting the fast-forward, 0 variables, crit = 53.54, MSE = 1.055.

## Variable 2 added with crit = 45.3, MSE = 1.044.

## Variable 3 added with crit = 25.38, MSE = 1.022.

## Variable 4 added with crit = 23.94, MSE = 1.018.

## Variable 5 added with crit = 8.85, MSE = 1.001.

## Variable 6 added with crit = 6.01, MSE = 0.996.

## Variable 11 added with crit = 3.44, MSE = 0.991.

## Variable 19 added with crit = -0.82, MSE = 0.985.

## Variable 29 added with crit = -0.94, MSE = 0.983.

## Variable 32 added with crit = -1.34, MSE = 0.981.

## Variable 33 added with crit = -3.73, MSE = 0.977.

## Variable 35 added with crit = -4.32, MSE = 0.974.

## Variable 65 added with crit = -5.26, MSE = 0.971.

## Variable 68 added with crit = -7.88, MSE = 0.967.

## Variable 73 added with crit = -9.46, MSE = 0.963.

## Variable 77 added with crit = -12.52, MSE = 0.958.

## Variable 80 added with crit = -12.61, MSE = 0.956.

## Variable 82 added with crit = -12.98, MSE = 0.954.

## Variable 88 added with crit = -13.41, MSE = 0.952.

## Variable 90 added with crit = -15.17, MSE = 0.948.

## Variable 97 added with crit = -16.51, MSE = 0.945.

## Variable 112 added with crit = -17.38, MSE = 0.942.

## Variable 113 added with crit = -17.96, MSE = 0.94.

## Variable 115 added with crit = -18.62, MSE = 0.937.

## Variable 116 added with crit = -18.64, MSE = 0.936.

## Variable 120 added with crit = -19.04, MSE = 0.933.

## Variable 121 added with crit = -22.3, MSE = 0.928.

## Variable 131 added with crit = -22.85, MSE = 0.926.

## Variable 132 added with crit = -30.13, MSE = 0.917.

## Variable 137 added with crit = -32.87, MSE = 0.913.

## Variable 138 added with crit = -37.59, MSE = 0.907.

## Variable 141 added with crit = -37.77, MSE = 0.905.

## Variable 146 added with crit = -38.2, MSE = 0.903.

## Variable 163 added with crit = -39.68, MSE = 0.9.

## Variable 164 added with crit = -39.82, MSE = 0.898.

## Variable 176 added with crit = -40.33, MSE = 0.896.

## Variable 182 added with crit = -41.24, MSE = 0.893.

## Variable 197 added with crit = -54.09, MSE = 0.88.

## Variable 200 added with crit = -55.66, MSE = 0.877.

## Variable 223 added with crit = -56.83, MSE = 0.874.

## Variable 227 added with crit = -58.8, MSE = 0.87.

## Variable 231 added with crit = -60.26, MSE = 0.867.

## Variable 234 added with crit = -64.35, MSE = 0.862.

## Variable 235 added with crit = -64.96, MSE = 0.86.

## Variable 238 added with crit = -65.76, MSE = 0.857.

## Variable 239 added with crit = -66.65, MSE = 0.855.

## Variable 258 added with crit = -66.81, MSE = 0.853.

## Variable 267 added with crit = -68.03, MSE = 0.85.

## Variable 269 added with crit = -69.72, MSE = 0.847.

## Variable 270 added with crit = -71.4, MSE = 0.844.

## Variable 273 added with crit = -73.36, MSE = 0.841.

## Variable 275 added with crit = -73.39, MSE = 0.839.

## Variable 283 added with crit = -74.19, MSE = 0.837.

## Variable 289 added with crit = -79.97, MSE = 0.83.

## Variable 291 added with crit = -80.27, MSE = 0.828.

## Variable 295 added with crit = -84.19, MSE = 0.824.

## Variable 298 added with crit = -87.76, MSE = 0.819.

## Variable 300 added with crit = -88.82, MSE = 0.816.

## Variable 302 added with crit = -88.9, MSE = 0.815.

## Variable 304 added with crit = -90.66, MSE = 0.812.

## Variable 305 added with crit = -92.46, MSE = 0.809.

## Variable 318 added with crit = -93.71, MSE = 0.806.

## Variable 320 added with crit = -93.92, MSE = 0.804.

## Variable 327 added with crit = -95.28, MSE = 0.801.

## Variable 331 added with crit = -95.31, MSE = 0.8.

## Variable 338 added with crit = -95.79, MSE = 0.798.

## Variable 345 added with crit = -97.53, MSE = 0.795.

## Variable 360 added with crit = -97.93, MSE = 0.793.

## Variable 361 added with crit = -99.82, MSE = 0.79.

## Variable 366 added with crit = -100.14, MSE = 0.788.

## Variable 385 added with crit = -100.28, MSE = 0.786.

## Done.

## Starting the fast-forward, 0 variables, crit = 971.32, MSE = 0.971.

## Variable 3 added with crit = 968.63, MSE = 0.967.

## Variable 4 added with crit = 968.26, MSE = 0.964.

## Variable 5 added with crit = 965.22, MSE = 0.959.

## Variable 6 added with crit = 956.69, MSE = 0.949.

## Variable 8 added with crit = 955.71, MSE = 0.946.

## Variable 20 added with crit = 953.34, MSE = 0.941.

## Variable 21 added with crit = 947.72, MSE = 0.934.

## Variable 23 added with crit = 947.21, MSE = 0.931.

## Variable 27 added with crit = 941.2, MSE = 0.923.

## Variable 31 added with crit = 940.63, MSE = 0.921.

## Variable 51 added with crit = 939.58, MSE = 0.918.

## Variable 52 added with crit = 938.43, MSE = 0.914.

## Variable 74 added with crit = 937.16, MSE = 0.911.

## Variable 76 added with crit = 936.54, MSE = 0.909.

## Variable 89 added with crit = 935.35, MSE = 0.905.

## Variable 92 added with crit = 934.8, MSE = 0.903.

## Variable 94 added with crit = 933.09, MSE = 0.899.

## Variable 103 added with crit = 932.3, MSE = 0.896.

## Variable 126 added with crit = 930.7, MSE = 0.893.

## Variable 131 added with crit = 929.74, MSE = 0.89.

## Variable 145 added with crit = 929.13, MSE = 0.887.

## Variable 146 added with crit = 927.31, MSE = 0.883.

## Variable 159 added with crit = 925.23, MSE = 0.879.

## Variable 178 added with crit = 922.23, MSE = 0.874.

## Variable 189 added with crit = 921.15, MSE = 0.871.

## Variable 193 added with crit = 920.79, MSE = 0.869.

## Variable 196 added with crit = 918.03, MSE = 0.864.

## Variable 198 added with crit = 917.51, MSE = 0.862.

## Variable 202 added with crit = 916.99, MSE = 0.859.

## Variable 207 added with crit = 915.81, MSE = 0.856.

## Variable 210 added with crit = 914.95, MSE = 0.853.

## Variable 215 added with crit = 914.64, MSE = 0.851.

## Variable 222 added with crit = 913.14, MSE = 0.847.

## Variable 227 added with crit = 912.9, MSE = 0.845.

## Variable 233 added with crit = 911.37, MSE = 0.841.

## Variable 234 added with crit = 910.91, MSE = 0.839.

## Variable 245 added with crit = 910.01, MSE = 0.836.

## Variable 264 added with crit = 909.9, MSE = 0.834.

## Variable 265 added with crit = 906.31, MSE = 0.828.

## Variable 270 added with crit = 905, MSE = 0.825.

## Variable 275 added with crit = 903.96, MSE = 0.822.

## Variable 283 added with crit = 903.79, MSE = 0.82.

## Variable 289 added with crit = 903.23, MSE = 0.817.

## Variable 311 added with crit = 902.23, MSE = 0.814.

## Variable 312 added with crit = 901.24, MSE = 0.811.

## Variable 313 added with crit = 896.63, MSE = 0.805.

## Variable 322 added with crit = 896.35, MSE = 0.802.

## Variable 332 added with crit = 896.07, MSE = 0.8.

## Variable 338 added with crit = 894.89, MSE = 0.797.

## Variable 349 added with crit = 892.83, MSE = 0.793.

## Variable 358 added with crit = 892.22, MSE = 0.79.

## Variable 361 added with crit = 891.34, MSE = 0.787.

## Variable 363 added with crit = 889.46, MSE = 0.783.

## Variable 386 added with crit = 889.43, MSE = 0.781.

## Variable 403 added with crit = 889.1, MSE = 0.779.

## Variable 409 added with crit = 883.36, MSE = 0.771.

## Variable 421 added with crit = 878.21, MSE = 0.764.

## Variable 425 added with crit = 876.8, MSE = 0.761.

## Variable 431 added with crit = 875.99, MSE = 0.758.

## Variable 451 added with crit = 875.59, MSE = 0.756.

## Variable 452 added with crit = 875.53, MSE = 0.754.

## Variable 456 added with crit = 872.86, MSE = 0.749.

## Variable 459 added with crit = 872.31, MSE = 0.746.

## Variable 469 added with crit = 871.94, MSE = 0.744.

## Variable 475 added with crit = 867.54, MSE = 0.738.

## Variable 481 added with crit = 866.83, MSE = 0.735.

## Variable 485 added with crit = 860.66, MSE = 0.727.

## Variable 486 added with crit = 857.11, MSE = 0.721.

## Variable 514 added with crit = 856.46, MSE = 0.718.

## Variable 516 added with crit = 855.78, MSE = 0.716.

## Done.

## Starting the fast-forward, 0 variables, crit = -29.1, MSE = 0.971.

## Variable 3 added with crit = -31.94, MSE = 0.967.

## Variable 4 added with crit = -32.39, MSE = 0.964.

## Variable 5 added with crit = -35.63, MSE = 0.959.

## Variable 6 added with crit = -44.67, MSE = 0.949.

## Variable 8 added with crit = -45.82, MSE = 0.946.

## Variable 20 added with crit = -48.45, MSE = 0.941.

## Variable 21 added with crit = -54.58, MSE = 0.934.

## Variable 23 added with crit = -55.27, MSE = 0.931.

## Variable 27 added with crit = -61.91, MSE = 0.923.

## Variable 31 added with crit = -62.7, MSE = 0.921.

## Variable 51 added with crit = -64.02, MSE = 0.918.

## Variable 52 added with crit = -65.46, MSE = 0.914.

## Variable 63 added with crit = -65.64, MSE = 0.912.

## Variable 74 added with crit = -67.42, MSE = 0.909.

## Variable 76 added with crit = -67.91, MSE = 0.907.

## Variable 89 added with crit = -69.49, MSE = 0.903.

## Variable 92 added with crit = -70.49, MSE = 0.901.

## Variable 94 added with crit = -72.88, MSE = 0.897.

## Variable 103 added with crit = -74.66, MSE = 0.893.

## Variable 105 added with crit = -74.72, MSE = 0.892.

## Variable 126 added with crit = -76.78, MSE = 0.888.

## Variable 131 added with crit = -78.15, MSE = 0.885.

## Variable 145 added with crit = -79.28, MSE = 0.882.

## Variable 146 added with crit = -82.23, MSE = 0.878.

## Variable 157 added with crit = -82.33, MSE = 0.876.

## Variable 159 added with crit = -84.82, MSE = 0.872.

## Variable 178 added with crit = -89.2, MSE = 0.867.

## Variable 189 added with crit = -90.55, MSE = 0.864.

## Variable 193 added with crit = -91.3, MSE = 0.861.

## Variable 196 added with crit = -94.47, MSE = 0.857.

## Variable 198 added with crit = -95.33, MSE = 0.854.

## Variable 202 added with crit = -96.17, MSE = 0.852.

## Variable 207 added with crit = -97.56, MSE = 0.849.

## Variable 210 added with crit = -98.83, MSE = 0.846.

## Variable 214 added with crit = -98.97, MSE = 0.845.

## Variable 215 added with crit = -99.57, MSE = 0.842.

## Variable 221 added with crit = -99.67, MSE = 0.841.

## Variable 222 added with crit = -101.95, MSE = 0.837.

## Variable 227 added with crit = -102.91, MSE = 0.835.

## Variable 233 added with crit = -105.48, MSE = 0.831.

## Variable 234 added with crit = -106.21, MSE = 0.828.

## Variable 236 added with crit = -106.38, MSE = 0.827.

## Variable 245 added with crit = -107.41, MSE = 0.824.

## Variable 264 added with crit = -107.73, MSE = 0.822.

## Variable 265 added with crit = -112.06, MSE = 0.817.

## Variable 270 added with crit = -115.31, MSE = 0.813.

## Variable 275 added with crit = -116.63, MSE = 0.81.

## Variable 283 added with crit = -117.36, MSE = 0.808.

## Variable 289 added with crit = -119.07, MSE = 0.805.

## Variable 295 added with crit = -120.01, MSE = 0.803.

## Variable 301 added with crit = -120.69, MSE = 0.8.

## Variable 311 added with crit = -122.25, MSE = 0.798.

## Variable 312 added with crit = -123.2, MSE = 0.795.

## Variable 313 added with crit = -129.37, MSE = 0.789.

## Variable 322 added with crit = -130.97, MSE = 0.786.

## Variable 324 added with crit = -131.25, MSE = 0.784.

## Variable 332 added with crit = -132.72, MSE = 0.781.

## Variable 337 added with crit = -133.44, MSE = 0.779.

## Variable 338 added with crit = -135.06, MSE = 0.776.

## Variable 349 added with crit = -137.72, MSE = 0.773.

## Variable 352 added with crit = -137.91, MSE = 0.771.

## Variable 358 added with crit = -138.64, MSE = 0.769.

## Variable 361 added with crit = -140.68, MSE = 0.766.

## Variable 363 added with crit = -143.32, MSE = 0.762.

## Variable 376 added with crit = -143.79, MSE = 0.76.

## Variable 385 added with crit = -144.41, MSE = 0.759.

## Variable 386 added with crit = -144.64, MSE = 0.757.

## Variable 390 added with crit = -144.68, MSE = 0.755.

## Variable 403 added with crit = -146.34, MSE = 0.753.

## Variable 409 added with crit = -153.82, MSE = 0.745.

## Done.

## Starting the fast-forward, 0 variables, crit = 981.72, MSE = 0.982.

## Variable 2 added with crit = 975.32, MSE = 0.973.

## Variable 3 added with crit = 966.54, MSE = 0.963.

## Variable 4 added with crit = 960.37, MSE = 0.954.

## Variable 5 added with crit = 957.61, MSE = 0.95.

## Variable 6 added with crit = 948.21, MSE = 0.938.

## Variable 13 added with crit = 948.14, MSE = 0.936.

## Variable 20 added with crit = 947.43, MSE = 0.933.

## Variable 21 added with crit = 945.58, MSE = 0.93.

## Variable 28 added with crit = 945.02, MSE = 0.927.

## Variable 35 added with crit = 944.72, MSE = 0.925.

## Variable 40 added with crit = 943.61, MSE = 0.922.

## Variable 41 added with crit = 940.66, MSE = 0.917.

## Variable 58 added with crit = 937.71, MSE = 0.912.

## Variable 69 added with crit = 935.5, MSE = 0.908.

## Variable 72 added with crit = 934.7, MSE = 0.905.

## Variable 81 added with crit = 934.2, MSE = 0.902.

## Variable 94 added with crit = 933.87, MSE = 0.9.

## Variable 97 added with crit = 932.43, MSE = 0.896.

## Variable 101 added with crit = 930.83, MSE = 0.893.

## Variable 103 added with crit = 930.03, MSE = 0.89.

## Variable 104 added with crit = 929.32, MSE = 0.887.

## Variable 113 added with crit = 928.32, MSE = 0.884.

## Variable 120 added with crit = 928.19, MSE = 0.882.

## Variable 124 added with crit = 927.57, MSE = 0.88.

## Variable 126 added with crit = 923.5, MSE = 0.874.

## Variable 127 added with crit = 920.12, MSE = 0.868.

## Variable 138 added with crit = 920.02, MSE = 0.866.

## Variable 140 added with crit = 918.73, MSE = 0.863.

## Variable 143 added with crit = 917.54, MSE = 0.86.

## Variable 145 added with crit = 915.96, MSE = 0.856.

## Variable 146 added with crit = 914.03, MSE = 0.852.

## Variable 148 added with crit = 913.78, MSE = 0.85.

## Variable 158 added with crit = 913.01, MSE = 0.847.

## Variable 169 added with crit = 911.87, MSE = 0.844.

## Variable 173 added with crit = 909.21, MSE = 0.839.

## Variable 187 added with crit = 908.7, MSE = 0.837.

## Variable 208 added with crit = 907.94, MSE = 0.834.

## Variable 217 added with crit = 905.52, MSE = 0.83.

## Variable 229 added with crit = 904.88, MSE = 0.827.

## Variable 239 added with crit = 904.37, MSE = 0.824.

## Variable 241 added with crit = 902.79, MSE = 0.821.

## Variable 246 added with crit = 901.44, MSE = 0.817.

## Variable 263 added with crit = 900.1, MSE = 0.814.

## Variable 275 added with crit = 899.74, MSE = 0.812.

## Variable 285 added with crit = 899.59, MSE = 0.81.

## Variable 286 added with crit = 896.5, MSE = 0.804.

## Variable 287 added with crit = 896.5, MSE = 0.802.

## Variable 295 added with crit = 895, MSE = 0.799.

## Variable 299 added with crit = 894.88, MSE = 0.797.

## Variable 305 added with crit = 894.32, MSE = 0.794.

## Variable 308 added with crit = 893.99, MSE = 0.792.

## Variable 312 added with crit = 893.89, MSE = 0.79.

## Variable 332 added with crit = 892.05, MSE = 0.786.

## Variable 340 added with crit = 887.13, MSE = 0.779.

## Variable 354 added with crit = 886.31, MSE = 0.776.

## Variable 363 added with crit = 882.73, MSE = 0.771.

## Variable 365 added with crit = 882.72, MSE = 0.769.

## Variable 367 added with crit = 882.66, MSE = 0.767.

## Variable 369 added with crit = 882.4, MSE = 0.764.

## Variable 371 added with crit = 878.97, MSE = 0.759.

## Variable 384 added with crit = 878.03, MSE = 0.756.

## Variable 393 added with crit = 876.32, MSE = 0.752.

## Variable 394 added with crit = 875.89, MSE = 0.75.

## Variable 398 added with crit = 872.83, MSE = 0.745.

## Variable 403 added with crit = 871.74, MSE = 0.742.

## Variable 404 added with crit = 863.49, MSE = 0.731.

## Variable 417 added with crit = 861.29, MSE = 0.727.

## Variable 420 added with crit = 859.55, MSE = 0.724.

## Variable 446 added with crit = 856.96, MSE = 0.719.

## Variable 452 added with crit = 853.7, MSE = 0.714.

## Done.

## Starting the fast-forward, 0 variables, crit = -18.45, MSE = 0.982.

## Variable 2 added with crit = -25.04, MSE = 0.973.

## Variable 3 added with crit = -34.18, MSE = 0.963.

## Variable 4 added with crit = -40.7, MSE = 0.954.

## Variable 5 added with crit = -43.71, MSE = 0.95.

## Variable 6 added with crit = -53.78, MSE = 0.938.

## Variable 13 added with crit = -54, MSE = 0.936.

## Variable 20 added with crit = -54.89, MSE = 0.933.

## Variable 21 added with crit = -57.02, MSE = 0.93.

## Variable 28 added with crit = -57.79, MSE = 0.927.

## Variable 35 added with crit = -58.26, MSE = 0.925.

## Variable 40 added with crit = -59.63, MSE = 0.922.

## Variable 41 added with crit = -63.02, MSE = 0.917.

## Variable 58 added with crit = -66.43, MSE = 0.912.

## Variable 67 added with crit = -66.46, MSE = 0.91.

## Variable 69 added with crit = -69.03, MSE = 0.906.

## Variable 72 added with crit = -70.4, MSE = 0.903.

## Variable 81 added with crit = -71.1, MSE = 0.9.

## Variable 87 added with crit = -71.17, MSE = 0.898.

## Variable 94 added with crit = -71.69, MSE = 0.896.

## Variable 97 added with crit = -73.55, MSE = 0.893.

## Variable 101 added with crit = -75.99, MSE = 0.889.

## Variable 103 added with crit = -77.05, MSE = 0.886.

## Variable 104 added with crit = -78.31, MSE = 0.883.

## Variable 113 added with crit = -79.67, MSE = 0.88.

## Variable 120 added with crit = -80.49, MSE = 0.878.

## Variable 121 added with crit = -80.59, MSE = 0.876.

## Variable 124 added with crit = -81.67, MSE = 0.873.

## Variable 126 added with crit = -86.46, MSE = 0.867.

## Variable 127 added with crit = -90.36, MSE = 0.862.

## Variable 138 added with crit = -90.76, MSE = 0.86.

## Variable 140 added with crit = -92.87, MSE = 0.857.

## Variable 141 added with crit = -92.9, MSE = 0.855.

## Variable 143 added with crit = -94.54, MSE = 0.852.

## Variable 145 added with crit = -96.7, MSE = 0.848.

## Variable 146 added with crit = -99.31, MSE = 0.844.

## Variable 148 added with crit = -100.15, MSE = 0.842.

## Variable 158 added with crit = -102, MSE = 0.839.

## Variable 165 added with crit = -102.43, MSE = 0.837.

## Variable 168 added with crit = -102.69, MSE = 0.835.

## Variable 169 added with crit = -104.53, MSE = 0.831.

## Variable 173 added with crit = -108.3, MSE = 0.827.

## Variable 186 added with crit = -108.5, MSE = 0.825.

## Variable 187 added with crit = -109.7, MSE = 0.822.

## Variable 208 added with crit = -111.42, MSE = 0.819.

## Variable 217 added with crit = -114.78, MSE = 0.815.

## Variable 229 added with crit = -116.4, MSE = 0.812.

## Variable 234 added with crit = -116.88, MSE = 0.81.

## Variable 239 added with crit = -118.12, MSE = 0.807.

## Variable 241 added with crit = -120.82, MSE = 0.803.

## Variable 242 added with crit = -120.93, MSE = 0.802.

## Variable 246 added with crit = -122.31, MSE = 0.799.

## Variable 256 added with crit = -122.6, MSE = 0.797.

## Variable 263 added with crit = -124.77, MSE = 0.794.

## Variable 264 added with crit = -125.16, MSE = 0.792.

## Variable 266 added with crit = -125.38, MSE = 0.79.

## Variable 269 added with crit = -125.99, MSE = 0.788.

## Variable 275 added with crit = -127.69, MSE = 0.785.

## Variable 285 added with crit = -128.67, MSE = 0.783.

## Variable 286 added with crit = -132.6, MSE = 0.778.

## Variable 287 added with crit = -133.62, MSE = 0.776.

## Variable 295 added with crit = -135.5, MSE = 0.773.

## Variable 299 added with crit = -135.95, MSE = 0.771.

## Variable 305 added with crit = -138.73, MSE = 0.767.

## Variable 308 added with crit = -139.41, MSE = 0.765.

## Variable 324 added with crit = -140.57, MSE = 0.763.

## Variable 332 added with crit = -142.71, MSE = 0.76.

## Variable 340 added with crit = -148.63, MSE = 0.754.

## Variable 350 added with crit = -149.36, MSE = 0.752.

## Variable 352 added with crit = -149.53, MSE = 0.75.

## Variable 354 added with crit = -151.74, MSE = 0.747.

## Done.

## Starting the fast-forward, 0 variables, crit = 1009.38, MSE = 1.009.

## Variable 2 added with crit = 992.92, MSE = 0.991.

## Variable 3 added with crit = 985.06, MSE = 0.981.

## Variable 4 added with crit = 982.6, MSE = 0.977.

## Variable 5 added with crit = 972.61, MSE = 0.965.

## Variable 6 added with crit = 964.7, MSE = 0.955.

## Variable 22 added with crit = 963.34, MSE = 0.951.

## Variable 24 added with crit = 954.56, MSE = 0.941.

## Variable 27 added with crit = 951.83, MSE = 0.936.

## Variable 29 added with crit = 951.6, MSE = 0.934.

## Variable 35 added with crit = 949.73, MSE = 0.93.

## Variable 38 added with crit = 945.95, MSE = 0.924.

## Variable 48 added with crit = 940.23, MSE = 0.916.

## Variable 49 added with crit = 939.73, MSE = 0.914.

## Variable 50 added with crit = 937.84, MSE = 0.91.

## Variable 59 added with crit = 935.7, MSE = 0.906.

## Variable 60 added with crit = 935.46, MSE = 0.903.

## Variable 86 added with crit = 932.28, MSE = 0.898.

## Variable 94 added with crit = 931.25, MSE = 0.895.

## Variable 108 added with crit = 927.97, MSE = 0.89.

## Variable 113 added with crit = 927.94, MSE = 0.888.

## Variable 129 added with crit = 925.81, MSE = 0.884.

## Variable 132 added with crit = 922.44, MSE = 0.878.

## Variable 142 added with crit = 922.09, MSE = 0.876.

## Variable 147 added with crit = 921.9, MSE = 0.874.

## Variable 154 added with crit = 919.87, MSE = 0.87.

## Variable 156 added with crit = 918.8, MSE = 0.867.

## Variable 157 added with crit = 915.13, MSE = 0.861.

## Variable 182 added with crit = 914.53, MSE = 0.859.

## Variable 187 added with crit = 914.01, MSE = 0.856.

## Variable 197 added with crit = 913.2, MSE = 0.853.

## Variable 225 added with crit = 911.43, MSE = 0.849.

## Variable 230 added with crit = 909.98, MSE = 0.846.

## Variable 234 added with crit = 909.79, MSE = 0.844.

## Variable 245 added with crit = 909.28, MSE = 0.841.

## Variable 247 added with crit = 907, MSE = 0.837.

## Variable 252 added with crit = 904.2, MSE = 0.832.

## Variable 261 added with crit = 902.5, MSE = 0.829.

## Variable 267 added with crit = 901.1, MSE = 0.825.

## Variable 272 added with crit = 898.65, MSE = 0.821.

## Variable 280 added with crit = 898.02, MSE = 0.818.

## Variable 282 added with crit = 897.5, MSE = 0.815.

## Variable 284 added with crit = 894.95, MSE = 0.811.

## Variable 290 added with crit = 894.5, MSE = 0.808.

## Variable 295 added with crit = 894.29, MSE = 0.806.

## Variable 298 added with crit = 894.13, MSE = 0.804.

## Variable 303 added with crit = 892.06, MSE = 0.8.

## Variable 306 added with crit = 891.93, MSE = 0.798.

## Variable 314 added with crit = 883.05, MSE = 0.787.

## Variable 319 added with crit = 881.55, MSE = 0.784.

## Variable 328 added with crit = 881.37, MSE = 0.781.

## Variable 341 added with crit = 879.86, MSE = 0.778.

## Variable 349 added with crit = 879.24, MSE = 0.775.

## Variable 363 added with crit = 878.21, MSE = 0.772.

## Variable 369 added with crit = 878.04, MSE = 0.77.

## Variable 384 added with crit = 878, MSE = 0.768.

## Variable 409 added with crit = 877.45, MSE = 0.765.

## Variable 420 added with crit = 874.61, MSE = 0.761.

## Variable 431 added with crit = 873.19, MSE = 0.757.

## Variable 437 added with crit = 872.77, MSE = 0.755.

## Variable 440 added with crit = 872.25, MSE = 0.752.

## Variable 445 added with crit = 870.8, MSE = 0.749.

## Variable 449 added with crit = 865.69, MSE = 0.742.

## Variable 450 added with crit = 863.56, MSE = 0.738.

## Variable 477 added with crit = 863.29, MSE = 0.735.

## Variable 487 added with crit = 862.2, MSE = 0.732.

## Variable 498 added with crit = 861.3, MSE = 0.729.

## Variable 522 added with crit = 861.03, MSE = 0.727.

## Variable 523 added with crit = 859.5, MSE = 0.723.

## Variable 539 added with crit = 858.32, MSE = 0.72.

## Variable 547 added with crit = 857.09, MSE = 0.717.

## Done.

## Starting the fast-forward, 0 variables, crit = 9.34, MSE = 1.009.

## Variable 2 added with crit = -7.12, MSE = 0.991.

## Variable 3 added with crit = -15.12, MSE = 0.981.

## Variable 4 added with crit = -17.67, MSE = 0.977.

## Variable 5 added with crit = -28.03, MSE = 0.965.

## Variable 6 added with crit = -36.36, MSE = 0.955.

## Variable 11 added with crit = -36.4, MSE = 0.953.

## Variable 22 added with crit = -37.72, MSE = 0.95.

## Variable 24 added with crit = -47.41, MSE = 0.939.

## Variable 27 added with crit = -50.75, MSE = 0.934.

## Variable 29 added with crit = -50.98, MSE = 0.931.

## Variable 35 added with crit = -53.15, MSE = 0.928.

## Variable 38 added with crit = -57.17, MSE = 0.922.

## Variable 48 added with crit = -63.43, MSE = 0.914.

## Variable 49 added with crit = -64.02, MSE = 0.912.

## Variable 50 added with crit = -66.57, MSE = 0.908.

## Variable 59 added with crit = -69.28, MSE = 0.904.

## Variable 60 added with crit = -69.49, MSE = 0.902.

## Variable 74 added with crit = -69.65, MSE = 0.9.

## Variable 86 added with crit = -73.28, MSE = 0.895.

## Variable 94 added with crit = -74.99, MSE = 0.891.

## Variable 108 added with crit = -79.21, MSE = 0.886.

## Variable 113 added with crit = -79.25, MSE = 0.884.

## Variable 129 added with crit = -81.7, MSE = 0.88.

## Variable 132 added with crit = -85.83, MSE = 0.875.

## Variable 142 added with crit = -86.23, MSE = 0.873.

## Variable 147 added with crit = -87.09, MSE = 0.87.

## Variable 154 added with crit = -90, MSE = 0.866.

## Variable 156 added with crit = -91.39, MSE = 0.863.

## Variable 157 added with crit = -96.48, MSE = 0.857.

## Variable 166 added with crit = -96.81, MSE = 0.855.

## Variable 167 added with crit = -97.11, MSE = 0.853.

## Variable 182 added with crit = -98.53, MSE = 0.85.

## Variable 187 added with crit = -99.35, MSE = 0.848.

## Variable 197 added with crit = -101.28, MSE = 0.844.

## Variable 225 added with crit = -103.05, MSE = 0.841.

## Variable 230 added with crit = -106.06, MSE = 0.837.

## Variable 234 added with crit = -106.79, MSE = 0.835.

## Variable 245 added with crit = -107.88, MSE = 0.832.

## Variable 246 added with crit = -107.94, MSE = 0.83.

## Variable 247 added with crit = -110.38, MSE = 0.827.

## Variable 252 added with crit = -114.24, MSE = 0.822.

## Variable 254 added with crit = -114.37, MSE = 0.82.

## Variable 261 added with crit = -117.4, MSE = 0.816.

## Variable 267 added with crit = -119.59, MSE = 0.813.

## Variable 272 added with crit = -122.63, MSE = 0.808.

## Variable 280 added with crit = -123.72, MSE = 0.806.

## Variable 282 added with crit = -124.81, MSE = 0.803.

## Variable 284 added with crit = -128.33, MSE = 0.799.

## Variable 290 added with crit = -128.99, MSE = 0.797.

## Variable 295 added with crit = -129.59, MSE = 0.795.

## Variable 298 added with crit = -130.31, MSE = 0.793.

## Variable 303 added with crit = -133.05, MSE = 0.789.

## Variable 306 added with crit = -133.59, MSE = 0.787.

## Variable 314 added with crit = -145.65, MSE = 0.776.

## Variable 315 added with crit = -145.81, MSE = 0.774.

## Variable 318 added with crit = -145.83, MSE = 0.773.

## Variable 319 added with crit = -148.2, MSE = 0.769.

## Variable 328 added with crit = -148.89, MSE = 0.767.

## Variable 331 added with crit = -149.95, MSE = 0.765.

## Variable 341 added with crit = -153.57, MSE = 0.761.

## Variable 343 added with crit = -153.69, MSE = 0.759.

## Variable 349 added with crit = -154.08, MSE = 0.757.

## Variable 363 added with crit = -155.19, MSE = 0.755.

## Variable 369 added with crit = -155.64, MSE = 0.753.

## Variable 377 added with crit = -155.89, MSE = 0.751.

## Variable 384 added with crit = -156.39, MSE = 0.749.

## Variable 399 added with crit = -156.63, MSE = 0.748.

## Variable 409 added with crit = -159.42, MSE = 0.744.

## Variable 420 added with crit = -163.53, MSE = 0.74.

## Variable 431 added with crit = -166.23, MSE = 0.736.

## Done.

## Starting the fast-forward, 0 variables, crit = 1051.95, MSE = 1.052.

## Variable 3 added with crit = 1042.91, MSE = 1.041.

## Variable 4 added with crit = 1033.77, MSE = 1.03.

## Variable 6 added with crit = 1029.73, MSE = 1.024.

## Variable 17 added with crit = 1028.1, MSE = 1.02.

## Variable 23 added with crit = 1025.67, MSE = 1.016.

## Variable 26 added with crit = 1024.9, MSE = 1.013.

## Variable 33 added with crit = 1023.98, MSE = 1.01.

## Variable 44 added with crit = 1022.45, MSE = 1.006.

## Variable 49 added with crit = 1021.97, MSE = 1.004.

## Variable 50 added with crit = 1018.84, MSE = 0.999.

## Variable 63 added with crit = 1015.27, MSE = 0.993.

## Variable 64 added with crit = 1014.41, MSE = 0.99.

## Variable 77 added with crit = 1011.04, MSE = 0.985.

## Variable 83 added with crit = 1010.82, MSE = 0.983.

## Variable 84 added with crit = 1009.94, MSE = 0.98.

## Variable 88 added with crit = 1003.99, MSE = 0.972.

## Variable 92 added with crit = 1003.9, MSE = 0.97.

## Variable 97 added with crit = 998.31, MSE = 0.962.

## Variable 102 added with crit = 997.92, MSE = 0.96.

## Variable 107 added with crit = 997.08, MSE = 0.957.

## Variable 124 added with crit = 994.09, MSE = 0.952.

## Variable 134 added with crit = 993.89, MSE = 0.95.

## Variable 167 added with crit = 993.44, MSE = 0.947.

## Variable 168 added with crit = 993.28, MSE = 0.945.

## Variable 171 added with crit = 991.45, MSE = 0.941.

## Variable 181 added with crit = 991.39, MSE = 0.939.

## Variable 201 added with crit = 991.11, MSE = 0.937.

## Variable 204 added with crit = 990.69, MSE = 0.935.

## Variable 205 added with crit = 990.52, MSE = 0.933.

## Variable 206 added with crit = 990.03, MSE = 0.93.

## Variable 212 added with crit = 987.89, MSE = 0.926.

## Variable 214 added with crit = 981, MSE = 0.917.

## Variable 223 added with crit = 980.68, MSE = 0.915.

## Variable 230 added with crit = 979.6, MSE = 0.912.

## Variable 231 added with crit = 978.33, MSE = 0.908.

## Variable 232 added with crit = 977.25, MSE = 0.905.

## Variable 238 added with crit = 977.22, MSE = 0.903.

## Variable 239 added with crit = 976.92, MSE = 0.901.

## Variable 241 added with crit = 975.78, MSE = 0.898.

## Variable 250 added with crit = 975.46, MSE = 0.895.

## Variable 251 added with crit = 974.24, MSE = 0.892.

## Variable 265 added with crit = 973.64, MSE = 0.89.

## Variable 271 added with crit = 972.76, MSE = 0.887.

## Variable 277 added with crit = 970.99, MSE = 0.883.

## Variable 278 added with crit = 968.41, MSE = 0.878.

## Variable 284 added with crit = 967.32, MSE = 0.875.

## Variable 287 added with crit = 966.9, MSE = 0.873.

## Variable 296 added with crit = 966.82, MSE = 0.871.

## Variable 297 added with crit = 964.4, MSE = 0.866.

## Variable 302 added with crit = 961.61, MSE = 0.862.

## Variable 306 added with crit = 958.81, MSE = 0.857.

## Variable 307 added with crit = 958.54, MSE = 0.855.

## Variable 328 added with crit = 957.73, MSE = 0.852.

## Variable 335 added with crit = 956.99, MSE = 0.849.

## Variable 340 added with crit = 954.72, MSE = 0.845.

## Variable 344 added with crit = 953.88, MSE = 0.842.

## Variable 353 added with crit = 953.67, MSE = 0.84.

## Variable 382 added with crit = 952.09, MSE = 0.836.

## Variable 388 added with crit = 950.78, MSE = 0.833.

## Variable 389 added with crit = 950.19, MSE = 0.83.

## Variable 399 added with crit = 949.38, MSE = 0.827.

## Variable 403 added with crit = 947.6, MSE = 0.824.

## Variable 405 added with crit = 945.96, MSE = 0.82.

## Variable 406 added with crit = 945.84, MSE = 0.818.

## Variable 413 added with crit = 945.41, MSE = 0.815.

## Variable 417 added with crit = 944.78, MSE = 0.813.

## Variable 428 added with crit = 944.44, MSE = 0.81.

## Variable 437 added with crit = 943.63, MSE = 0.808.

## Variable 454 added with crit = 942.43, MSE = 0.804.

## Variable 465 added with crit = 938.53, MSE = 0.799.

## Done.

## Starting the fast-forward, 0 variables, crit = 50.65, MSE = 1.052.

## Variable 3 added with crit = 42.09, MSE = 1.041.

## Variable 4 added with crit = 33.34, MSE = 1.03.

## Variable 6 added with crit = 29.45, MSE = 1.024.

## Variable 17 added with crit = 27.9, MSE = 1.02.

## Variable 23 added with crit = 25.55, MSE = 1.016.

## Variable 26 added with crit = 24.82, MSE = 1.013.

## Variable 33 added with crit = 23.93, MSE = 1.01.

## Variable 44 added with crit = 22.42, MSE = 1.006.

## Variable 49 added with crit = 21.97, MSE = 1.004.

## Variable 50 added with crit = 18.84, MSE = 0.999.

## Variable 63 added with crit = 15.25, MSE = 0.993.

## Variable 64 added with crit = 14.36, MSE = 0.99.

## Variable 77 added with crit = 10.92, MSE = 0.985.

## Variable 83 added with crit = 10.67, MSE = 0.983.

## Variable 84 added with crit = 9.74, MSE = 0.98.

## Variable 88 added with crit = 3.59, MSE = 0.972.

## Variable 92 added with crit = 3.44, MSE = 0.97.

## Variable 97 added with crit = -2.42, MSE = 0.962.

## Variable 102 added with crit = -2.9, MSE = 0.96.

## Variable 107 added with crit = -3.87, MSE = 0.957.

## Variable 121 added with crit = -3.93, MSE = 0.955.

## Variable 124 added with crit = -7.11, MSE = 0.95.

## Variable 134 added with crit = -7.37, MSE = 0.948.

## Variable 144 added with crit = -7.37, MSE = 0.946.

## Variable 167 added with crit = -7.69, MSE = 0.944.

## Variable 171 added with crit = -9.92, MSE = 0.94.

## Variable 181 added with crit = -10.23, MSE = 0.938.

## Variable 201 added with crit = -10.61, MSE = 0.936.

## Variable 204 added with crit = -11.08, MSE = 0.933.

## Variable 205 added with crit = -11.47, MSE = 0.931.

## Variable 206 added with crit = -12.65, MSE = 0.928.

## Variable 207 added with crit = -12.7, MSE = 0.926.

## Variable 212 added with crit = -15.15, MSE = 0.922.

## Variable 214 added with crit = -22.39, MSE = 0.914.

## Variable 215 added with crit = -22.57, MSE = 0.912.

## Variable 223 added with crit = -23.1, MSE = 0.909.

## Variable 230 added with crit = -24.45, MSE = 0.906.

## Variable 231 added with crit = -26.12, MSE = 0.903.

## Variable 232 added with crit = -27.93, MSE = 0.899.

## Variable 239 added with crit = -28.74, MSE = 0.897.

## Variable 241 added with crit = -29.96, MSE = 0.894.

## Variable 250 added with crit = -30.56, MSE = 0.892.

## Variable 251 added with crit = -32.29, MSE = 0.888.

## Variable 265 added with crit = -33.17, MSE = 0.886.

## Variable 271 added with crit = -34.42, MSE = 0.883.

## Variable 277 added with crit = -37.14, MSE = 0.879.

## Variable 278 added with crit = -40.41, MSE = 0.874.

## Variable 280 added with crit = -40.55, MSE = 0.872.

## Variable 284 added with crit = -42.28, MSE = 0.869.

## Variable 287 added with crit = -42.76, MSE = 0.867.

## Variable 296 added with crit = -43.06, MSE = 0.865.

## Variable 297 added with crit = -45.19, MSE = 0.861.

## Variable 302 added with crit = -48.42, MSE = 0.857.

## Variable 306 added with crit = -51.81, MSE = 0.852.

## Variable 307 added with crit = -53.26, MSE = 0.849.

## Variable 323 added with crit = -53.87, MSE = 0.847.

## Variable 328 added with crit = -55.28, MSE = 0.844.

## Variable 330 added with crit = -55.31, MSE = 0.843.

## Variable 331 added with crit = -55.93, MSE = 0.84.

## Variable 335 added with crit = -57.19, MSE = 0.838.

## Variable 340 added with crit = -61.6, MSE = 0.832.

## Variable 344 added with crit = -62.24, MSE = 0.83.

## Variable 353 added with crit = -62.75, MSE = 0.828.

## Variable 382 added with crit = -65.17, MSE = 0.824.

## Variable 388 added with crit = -67.03, MSE = 0.821.

## Variable 389 added with crit = -67.97, MSE = 0.819.

## Variable 399 added with crit = -69.03, MSE = 0.816.

## Variable 400 added with crit = -70.09, MSE = 0.814.

## Variable 403 added with crit = -73.29, MSE = 0.81.

## Variable 405 added with crit = -75.07, MSE = 0.806.

## Done.

## Starting the fast-forward, 0 variables, crit = 1054.94, MSE = 1.055.

## Variable 2 added with crit = 1051.73, MSE = 1.05.

## Variable 3 added with crit = 1034.03, MSE = 1.03.

## Variable 4 added with crit = 1027.55, MSE = 1.022.

## Variable 5 added with crit = 1020.78, MSE = 1.013.

## Variable 6 added with crit = 1013.89, MSE = 1.004.

## Variable 12 added with crit = 1012.94, MSE = 1.001.

## Variable 17 added with crit = 1011.19, MSE = 0.997.

## Variable 19 added with crit = 1011.13, MSE = 0.995.

## Variable 23 added with crit = 1010.22, MSE = 0.992.

## Variable 35 added with crit = 1009.64, MSE = 0.99.

## Variable 40 added with crit = 1007.61, MSE = 0.986.

## Variable 51 added with crit = 1005.94, MSE = 0.982.

## Variable 64 added with crit = 1005.5, MSE = 0.98.

## Variable 68 added with crit = 1005.1, MSE = 0.977.

## Variable 75 added with crit = 1004.23, MSE = 0.974.

## Variable 76 added with crit = 999.62, MSE = 0.968.

## Variable 83 added with crit = 997.15, MSE = 0.963.

## Variable 95 added with crit = 997.09, MSE = 0.961.

## Variable 100 added with crit = 990.19, MSE = 0.952.

## Variable 106 added with crit = 989.84, MSE = 0.95.

## Variable 108 added with crit = 988.91, MSE = 0.947.

## Variable 115 added with crit = 988.44, MSE = 0.944.

## Variable 122 added with crit = 988.14, MSE = 0.942.

## Variable 127 added with crit = 985.84, MSE = 0.938.

## Variable 150 added with crit = 985.44, MSE = 0.935.

## Variable 152 added with crit = 985.17, MSE = 0.933.

## Variable 155 added with crit = 980.03, MSE = 0.926.

## Variable 161 added with crit = 979.88, MSE = 0.924.

## Variable 175 added with crit = 979.62, MSE = 0.922.

## Variable 176 added with crit = 979.62, MSE = 0.92.

## Variable 185 added with crit = 976.86, MSE = 0.915.

## Variable 190 added with crit = 973.87, MSE = 0.91.

## Variable 191 added with crit = 973.19, MSE = 0.907.

## Variable 192 added with crit = 972.82, MSE = 0.905.

## Variable 202 added with crit = 971.39, MSE = 0.901.

## Variable 205 added with crit = 967.57, MSE = 0.896.

## Variable 211 added with crit = 966.18, MSE = 0.892.

## Variable 213 added with crit = 962.35, MSE = 0.886.

## Variable 216 added with crit = 961.16, MSE = 0.883.

## Variable 218 added with crit = 959.11, MSE = 0.879.

## Variable 222 added with crit = 958.87, MSE = 0.877.

## Variable 229 added with crit = 956.05, MSE = 0.872.

## Variable 235 added with crit = 956.05, MSE = 0.87.

## Variable 237 added with crit = 954.49, MSE = 0.866.

## Variable 241 added with crit = 954.3, MSE = 0.864.

## Variable 246 added with crit = 953.43, MSE = 0.861.

## Variable 248 added with crit = 952.9, MSE = 0.859.

## Variable 261 added with crit = 951.58, MSE = 0.856.

## Variable 283 added with crit = 949.73, MSE = 0.852.

## Variable 284 added with crit = 947.2, MSE = 0.847.

## Variable 286 added with crit = 944.19, MSE = 0.842.

## Variable 297 added with crit = 939.45, MSE = 0.835.

## Variable 307 added with crit = 937.78, MSE = 0.832.

## Variable 326 added with crit = 936.71, MSE = 0.829.

## Variable 336 added with crit = 936, MSE = 0.826.

## Variable 357 added with crit = 935.86, MSE = 0.824.

## Variable 359 added with crit = 935.44, MSE = 0.821.

## Variable 361 added with crit = 935.35, MSE = 0.819.

## Variable 365 added with crit = 935.34, MSE = 0.817.

## Variable 384 added with crit = 934.15, MSE = 0.814.

## Variable 394 added with crit = 932.58, MSE = 0.811.

## Variable 399 added with crit = 930.99, MSE = 0.807.

## Variable 402 added with crit = 929.98, MSE = 0.804.

## Variable 409 added with crit = 929.96, MSE = 0.802.

## Variable 426 added with crit = 929.74, MSE = 0.8.

## Variable 429 added with crit = 929.41, MSE = 0.797.

## Variable 432 added with crit = 926.47, MSE = 0.792.

## Variable 462 added with crit = 926.43, MSE = 0.79.

## Variable 467 added with crit = 924.89, MSE = 0.787.

## Variable 470 added with crit = 924.21, MSE = 0.784.

## Done.

## Starting the fast-forward, 0 variables, crit = 53.48, MSE = 1.055.

## Variable 2 added with crit = 50.53, MSE = 1.05.

## Variable 3 added with crit = 33.59, MSE = 1.03.

## Variable 4 added with crit = 27.32, MSE = 1.022.

## Variable 5 added with crit = 20.7, MSE = 1.013.

## Variable 6 added with crit = 13.88, MSE = 1.004.

## Variable 12 added with crit = 12.93, MSE = 1.001.

## Variable 17 added with crit = 11.19, MSE = 0.997.

## Variable 19 added with crit = 11.11, MSE = 0.995.

## Variable 23 added with crit = 10.19, MSE = 0.992.

## Variable 35 added with crit = 9.59, MSE = 0.99.

## Variable 40 added with crit = 7.51, MSE = 0.986.

## Variable 51 added with crit = 5.78, MSE = 0.982.

## Variable 64 added with crit = 5.29, MSE = 0.98.

## Variable 68 added with crit = 4.84, MSE = 0.977.

## Variable 75 added with crit = 3.9, MSE = 0.974.

## Variable 76 added with crit = -0.91, MSE = 0.968.

## Variable 83 added with crit = -3.54, MSE = 0.963.

## Variable 95 added with crit = -3.68, MSE = 0.961.

## Variable 100 added with crit = -10.99, MSE = 0.952.

## Variable 106 added with crit = -11.46, MSE = 0.95.

## Variable 108 added with crit = -12.55, MSE = 0.947.

## Variable 115 added with crit = -13.16, MSE = 0.944.

## Variable 122 added with crit = -13.6, MSE = 0.942.

## Variable 123 added with crit = -13.69, MSE = 0.94.

## Variable 127 added with crit = -16.48, MSE = 0.936.

## Variable 150 added with crit = -17.12, MSE = 0.933.

## Variable 152 added with crit = -17.48, MSE = 0.931.

## Variable 155 added with crit = -23.3, MSE = 0.924.

## Variable 161 added with crit = -23.77, MSE = 0.921.

## Variable 175 added with crit = -24.36, MSE = 0.919.

## Variable 176 added with crit = -24.49, MSE = 0.917.

## Variable 185 added with crit = -27.52, MSE = 0.913.

## Variable 190 added with crit = -30.72, MSE = 0.908.

## Variable 191 added with crit = -31.66, MSE = 0.905.

## Variable 192 added with crit = -32.17, MSE = 0.903.

## Variable 202 added with crit = -34.06, MSE = 0.899.

## Variable 205 added with crit = -38.51, MSE = 0.894.

## Variable 211 added with crit = -40.49, MSE = 0.89.

## Variable 213 added with crit = -45.12, MSE = 0.884.

## Variable 216 added with crit = -46.43, MSE = 0.881.

## Variable 218 added with crit = -49.32, MSE = 0.877.

## Variable 222 added with crit = -50, MSE = 0.875.

## Variable 225 added with crit = -50.22, MSE = 0.873.

## Variable 229 added with crit = -53.85, MSE = 0.868.

## Variable 235 added with crit = -54.35, MSE = 0.866.

## Variable 237 added with crit = -56.35, MSE = 0.862.

## Variable 241 added with crit = -56.84, MSE = 0.86.

## Variable 246 added with crit = -58.43, MSE = 0.857.

## Variable 248 added with crit = -59.75, MSE = 0.854.

## Variable 261 added with crit = -61.48, MSE = 0.851.

## Variable 283 added with crit = -64.11, MSE = 0.847.

## Variable 284 added with crit = -67.92, MSE = 0.842.

## Variable 286 added with crit = -71.96, MSE = 0.837.

## Variable 291 added with crit = -72.22, MSE = 0.835.

## Variable 294 added with crit = -72.29, MSE = 0.833.

## Variable 297 added with crit = -77.99, MSE = 0.827.

## Variable 302 added with crit = -78.48, MSE = 0.825.

## Variable 303 added with crit = -78.69, MSE = 0.823.

## Variable 306 added with crit = -79.21, MSE = 0.821.

## Variable 307 added with crit = -81.88, MSE = 0.817.

## Variable 311 added with crit = -82.27, MSE = 0.815.

## Variable 317 added with crit = -82.86, MSE = 0.813.

## Variable 326 added with crit = -84.55, MSE = 0.81.

## Variable 336 added with crit = -85.62, MSE = 0.808.

## Variable 347 added with crit = -85.65, MSE = 0.806.

## Variable 357 added with crit = -85.65, MSE = 0.804.

## Variable 361 added with crit = -86.3, MSE = 0.802.

## Variable 365 added with crit = -86.87, MSE = 0.8.

## Variable 373 added with crit = -86.92, MSE = 0.799.

## Variable 378 added with crit = -87.16, MSE = 0.797.

## Done.

## Starting the fast-forward, 0 variables, crit = 1008.41, MSE = 1.008.

## Variable 2 added with crit = 999.77, MSE = 0.998.

## Variable 3 added with crit = 985.71, MSE = 0.982.

## Variable 4 added with crit = 977.26, MSE = 0.971.

## Variable 5 added with crit = 971.53, MSE = 0.964.

## Variable 6 added with crit = 962.77, MSE = 0.953.

## Variable 34 added with crit = 960.46, MSE = 0.948.

## Variable 35 added with crit = 959.41, MSE = 0.945.

## Variable 42 added with crit = 959.18, MSE = 0.943.

## Variable 46 added with crit = 956.78, MSE = 0.939.

## Variable 62 added with crit = 955.27, MSE = 0.935.

## Variable 68 added with crit = 954.91, MSE = 0.933.

## Variable 70 added with crit = 950.54, MSE = 0.927.

## Variable 74 added with crit = 946.21, MSE = 0.92.

## Variable 77 added with crit = 943.7, MSE = 0.916.

## Variable 81 added with crit = 942.96, MSE = 0.913.

## Variable 98 added with crit = 942.17, MSE = 0.91.

## Variable 99 added with crit = 939.7, MSE = 0.906.

## Variable 113 added with crit = 937.08, MSE = 0.901.

## Variable 118 added with crit = 936.79, MSE = 0.899.

## Variable 119 added with crit = 936.76, MSE = 0.897.

## Variable 131 added with crit = 935.96, MSE = 0.894.

## Variable 139 added with crit = 933.81, MSE = 0.89.

## Variable 157 added with crit = 933.67, MSE = 0.888.

## Variable 160 added with crit = 932.35, MSE = 0.884.

## Variable 167 added with crit = 931.64, MSE = 0.882.

## Variable 173 added with crit = 930.82, MSE = 0.879.

## Variable 182 added with crit = 929.84, MSE = 0.876.

## Variable 183 added with crit = 927.21, MSE = 0.871.

## Variable 187 added with crit = 926.47, MSE = 0.868.

## Variable 199 added with crit = 925.35, MSE = 0.865.

## Variable 200 added with crit = 925.01, MSE = 0.863.

## Variable 205 added with crit = 924.33, MSE = 0.86.

## Variable 215 added with crit = 923.33, MSE = 0.857.

## Variable 222 added with crit = 920.3, MSE = 0.852.

## Variable 226 added with crit = 917.02, MSE = 0.847.

## Variable 228 added with crit = 916.8, MSE = 0.845.

## Variable 230 added with crit = 913.81, MSE = 0.84.

## Variable 237 added with crit = 913.71, MSE = 0.838.

## Variable 244 added with crit = 911.94, MSE = 0.834.

## Variable 248 added with crit = 911.35, MSE = 0.831.

## Variable 252 added with crit = 907.63, MSE = 0.826.

## Variable 261 added with crit = 904.52, MSE = 0.821.

## Variable 276 added with crit = 902.31, MSE = 0.816.

## Variable 289 added with crit = 901.35, MSE = 0.813.

## Variable 295 added with crit = 900.51, MSE = 0.811.

## Variable 306 added with crit = 896.84, MSE = 0.805.

## Variable 307 added with crit = 894.68, MSE = 0.801.

## Variable 309 added with crit = 893.73, MSE = 0.798.

## Variable 320 added with crit = 892.6, MSE = 0.795.

## Variable 325 added with crit = 892.5, MSE = 0.793.

## Variable 326 added with crit = 891.85, MSE = 0.79.

## Variable 329 added with crit = 890.92, MSE = 0.787.

## Variable 339 added with crit = 890.82, MSE = 0.785.

## Variable 342 added with crit = 889.64, MSE = 0.782.

## Variable 343 added with crit = 889, MSE = 0.779.

## Variable 344 added with crit = 885.68, MSE = 0.774.

## Variable 359 added with crit = 882.82, MSE = 0.769.

## Variable 361 added with crit = 882.57, MSE = 0.767.

## Variable 364 added with crit = 878.98, MSE = 0.761.

## Variable 371 added with crit = 878.53, MSE = 0.759.

## Variable 372 added with crit = 876.48, MSE = 0.754.

## Variable 382 added with crit = 876.18, MSE = 0.752.

## Variable 389 added with crit = 875.15, MSE = 0.749.

## Variable 395 added with crit = 874.72, MSE = 0.747.

## Variable 400 added with crit = 874.24, MSE = 0.744.

## Variable 413 added with crit = 872.99, MSE = 0.741.

## Variable 418 added with crit = 872.15, MSE = 0.738.

## Variable 419 added with crit = 871.47, MSE = 0.735.

## Variable 421 added with crit = 870.36, MSE = 0.732.

## Variable 431 added with crit = 868.98, MSE = 0.729.

## Done.

## Starting the fast-forward, 0 variables, crit = 8.38, MSE = 1.008.

## Variable 2 added with crit = -0.23, MSE = 0.998.

## Variable 3 added with crit = -14.46, MSE = 0.982.

## Variable 4 added with crit = -23.16, MSE = 0.971.

## Variable 5 added with crit = -29.15, MSE = 0.964.

## Variable 6 added with crit = -38.38, MSE = 0.953.

## Variable 34 added with crit = -40.92, MSE = 0.948.

## Variable 35 added with crit = -42.14, MSE = 0.945.

## Variable 42 added with crit = -42.5, MSE = 0.943.

## Variable 46 added with crit = -45.17, MSE = 0.939.

## Variable 62 added with crit = -46.92, MSE = 0.935.

## Variable 68 added with crit = -47.45, MSE = 0.933.

## Variable 70 added with crit = -52.29, MSE = 0.927.

## Variable 74 added with crit = -57.16, MSE = 0.92.

## Variable 77 added with crit = -60.07, MSE = 0.916.

## Variable 81 added with crit = -61.06, MSE = 0.913.

## Variable 98 added with crit = -62.12, MSE = 0.91.

## Variable 99 added with crit = -65.05, MSE = 0.906.

## Variable 113 added with crit = -68.16, MSE = 0.901.

## Variable 118 added with crit = -68.71, MSE = 0.899.

## Variable 119 added with crit = -68.96, MSE = 0.897.

## Variable 131 added with crit = -70.09, MSE = 0.894.

## Variable 139 added with crit = -72.75, MSE = 0.89.

## Variable 157 added with crit = -73.16, MSE = 0.888.

## Variable 160 added with crit = -74.9, MSE = 0.884.

## Variable 167 added with crit = -75.97, MSE = 0.882.

## Variable 173 added with crit = -77.18, MSE = 0.879.

## Variable 182 added with crit = -78.57, MSE = 0.876.

## Variable 183 added with crit = -81.87, MSE = 0.871.

## Variable 187 added with crit = -83.03, MSE = 0.868.

## Variable 197 added with crit = -83.13, MSE = 0.867.

## Variable 199 added with crit = -84.9, MSE = 0.863.

## Variable 200 added with crit = -85.84, MSE = 0.861.

## Variable 205 added with crit = -86.99, MSE = 0.858.

## Variable 215 added with crit = -88.19, MSE = 0.855.

## Variable 218 added with crit = -88.43, MSE = 0.853.

## Variable 222 added with crit = -92.33, MSE = 0.848.

## Variable 226 added with crit = -96.46, MSE = 0.843.

## Variable 228 added with crit = -96.89, MSE = 0.841.

## Variable 230 added with crit = -100.82, MSE = 0.836.

## Variable 237 added with crit = -101.11, MSE = 0.834.

## Variable 244 added with crit = -103.74, MSE = 0.83.

## Variable 248 added with crit = -104.5, MSE = 0.828.

## Variable 252 added with crit = -110.07, MSE = 0.822.

## Variable 253 added with crit = -110.36, MSE = 0.82.

## Variable 257 added with crit = -110.73, MSE = 0.818.

## Variable 261 added with crit = -115.49, MSE = 0.813.

## Variable 276 added with crit = -118.64, MSE = 0.808.

## Variable 284 added with crit = -118.75, MSE = 0.807.

## Variable 289 added with crit = -120.51, MSE = 0.804.

## Variable 295 added with crit = -122.67, MSE = 0.8.

## Variable 299 added with crit = -123.26, MSE = 0.798.

## Variable 306 added with crit = -128.28, MSE = 0.793.

## Variable 307 added with crit = -131.39, MSE = 0.789.

## Variable 309 added with crit = -132.81, MSE = 0.786.

## Variable 311 added with crit = -132.92, MSE = 0.784.

## Variable 320 added with crit = -134.42, MSE = 0.782.

## Variable 325 added with crit = -135.06, MSE = 0.78.

## Variable 326 added with crit = -136.55, MSE = 0.777.

## Variable 329 added with crit = -138.39, MSE = 0.774.

## Variable 339 added with crit = -140.21, MSE = 0.771.

## Variable 342 added with crit = -142.3, MSE = 0.768.

## Variable 343 added with crit = -144.07, MSE = 0.765.

## Variable 344 added with crit = -148.62, MSE = 0.76.

## Variable 359 added with crit = -153.38, MSE = 0.755.

## Variable 361 added with crit = -154.57, MSE = 0.752.

## Variable 364 added with crit = -158.37, MSE = 0.748.

## Variable 367 added with crit = -158.99, MSE = 0.746.

## Variable 371 added with crit = -159.91, MSE = 0.744.

## Variable 372 added with crit = -162.92, MSE = 0.74.

## Variable 375 added with crit = -163.95, MSE = 0.738.

## Done.

## Starting the fast-forward, 0 variables, crit = 1035.24, MSE = 1.035.

## Variable 2 added with crit = 1023.16, MSE = 1.021.

## Variable 3 added with crit = 1006.71, MSE = 1.003.

## Variable 4 added with crit = 996.45, MSE = 0.99.

## Variable 5 added with crit = 972.8, MSE = 0.965.

## Variable 6 added with crit = 968.77, MSE = 0.959.

## Variable 8 added with crit = 968.52, MSE = 0.957.

## Variable 9 added with crit = 967.78, MSE = 0.954.

## Variable 10 added with crit = 965.49, MSE = 0.949.

## Variable 12 added with crit = 962.49, MSE = 0.944.

## Variable 23 added with crit = 962.23, MSE = 0.942.

## Variable 35 added with crit = 960.52, MSE = 0.939.

## Variable 40 added with crit = 959.87, MSE = 0.936.

## Variable 41 added with crit = 958.23, MSE = 0.932.

## Variable 49 added with crit = 954.8, MSE = 0.927.

## Variable 52 added with crit = 954.15, MSE = 0.924.

## Variable 55 added with crit = 952.32, MSE = 0.92.

## Variable 70 added with crit = 951.65, MSE = 0.918.

## Variable 72 added with crit = 950.39, MSE = 0.914.

## Variable 84 added with crit = 949.19, MSE = 0.911.

## Variable 95 added with crit = 946.19, MSE = 0.906.

## Variable 97 added with crit = 944.86, MSE = 0.903.

## Variable 98 added with crit = 944.5, MSE = 0.901.

## Variable 107 added with crit = 942.01, MSE = 0.896.

## Variable 119 added with crit = 941.94, MSE = 0.894.

## Variable 125 added with crit = 941.58, MSE = 0.892.

## Variable 126 added with crit = 941.02, MSE = 0.889.

## Variable 133 added with crit = 934.83, MSE = 0.881.

## Variable 148 added with crit = 934.67, MSE = 0.879.

## Variable 154 added with crit = 932.98, MSE = 0.875.

## Variable 158 added with crit = 930.98, MSE = 0.871.

## Variable 164 added with crit = 929.01, MSE = 0.867.

## Variable 178 added with crit = 928.37, MSE = 0.864.

## Variable 191 added with crit = 927.49, MSE = 0.861.

## Variable 199 added with crit = 925.77, MSE = 0.858.

## Variable 214 added with crit = 923.69, MSE = 0.854.

## Variable 215 added with crit = 922.8, MSE = 0.851.

## Variable 238 added with crit = 922.42, MSE = 0.848.

## Variable 243 added with crit = 921.41, MSE = 0.845.

## Variable 260 added with crit = 920.85, MSE = 0.843.

## Variable 269 added with crit = 918.56, MSE = 0.839.

## Variable 281 added with crit = 915.79, MSE = 0.834.

## Variable 316 added with crit = 914.74, MSE = 0.831.

## Variable 324 added with crit = 913.48, MSE = 0.827.

## Variable 337 added with crit = 913.44, MSE = 0.825.

## Variable 355 added with crit = 913.05, MSE = 0.823.

## Variable 363 added with crit = 909.55, MSE = 0.818.

## Variable 387 added with crit = 907.32, MSE = 0.813.

## Variable 392 added with crit = 906.02, MSE = 0.81.

## Variable 398 added with crit = 904.53, MSE = 0.807.

## Variable 399 added with crit = 904.05, MSE = 0.804.

## Variable 400 added with crit = 902.07, MSE = 0.8.

## Variable 416 added with crit = 901.8, MSE = 0.798.

## Variable 420 added with crit = 900.9, MSE = 0.795.

## Variable 424 added with crit = 900.17, MSE = 0.792.

## Variable 428 added with crit = 896.7, MSE = 0.787.

## Variable 430 added with crit = 896.13, MSE = 0.784.

## Variable 435 added with crit = 895.74, MSE = 0.782.

## Variable 440 added with crit = 893.95, MSE = 0.778.

## Variable 451 added with crit = 890.7, MSE = 0.773.

## Variable 454 added with crit = 890.18, MSE = 0.77.

## Variable 471 added with crit = 883.69, MSE = 0.762.

## Variable 475 added with crit = 882.75, MSE = 0.759.

## Variable 483 added with crit = 879.46, MSE = 0.753.

## Variable 485 added with crit = 879.31, MSE = 0.751.

## Variable 488 added with crit = 878.67, MSE = 0.749.

## Variable 501 added with crit = 877.58, MSE = 0.746.

## Variable 502 added with crit = 877.3, MSE = 0.743.

## Variable 505 added with crit = 875.68, MSE = 0.74.

## Variable 513 added with crit = 874.94, MSE = 0.737.

## Variable 515 added with crit = 874.07, MSE = 0.734.

## Done.

## Starting the fast-forward, 0 variables, crit = 34.63, MSE = 1.035.

## Variable 2 added with crit = 22.94, MSE = 1.021.

## Variable 3 added with crit = 6.7, MSE = 1.003.

## Variable 4 added with crit = -3.6, MSE = 0.99.

## Variable 5 added with crit = -27.84, MSE = 0.965.

## Variable 6 added with crit = -32.1, MSE = 0.959.

## Variable 8 added with crit = -32.46, MSE = 0.957.

## Variable 9 added with crit = -33.33, MSE = 0.954.

## Variable 10 added with crit = -35.83, MSE = 0.949.

## Variable 12 added with crit = -39.11, MSE = 0.944.

## Variable 23 added with crit = -39.51, MSE = 0.942.

## Variable 35 added with crit = -41.45, MSE = 0.939.

## Variable 40 added with crit = -42.28, MSE = 0.936.

## Variable 41 added with crit = -44.17, MSE = 0.932.

## Variable 49 added with crit = -48.02, MSE = 0.927.

## Variable 52 added with crit = -48.88, MSE = 0.924.

## Variable 55 added with crit = -51.04, MSE = 0.92.

## Variable 67 added with crit = -51.04, MSE = 0.918.

## Variable 70 added with crit = -51.89, MSE = 0.916.

## Variable 72 added with crit = -53.6, MSE = 0.912.

## Variable 84 added with crit = -55.16, MSE = 0.909.

## Variable 95 added with crit = -58.93, MSE = 0.904.

## Variable 97 added with crit = -60.71, MSE = 0.901.

## Variable 98 added with crit = -61.21, MSE = 0.898.

## Variable 107 added with crit = -64.01, MSE = 0.894.

## Variable 119 added with crit = -64.19, MSE = 0.892.

## Variable 125 added with crit = -65.01, MSE = 0.89.

## Variable 126 added with crit = -65.94, MSE = 0.887.

## Variable 129 added with crit = -65.95, MSE = 0.885.

## Variable 133 added with crit = -73.29, MSE = 0.877.

## Variable 145 added with crit = -73.69, MSE = 0.875.

## Variable 148 added with crit = -74.53, MSE = 0.872.

## Variable 154 added with crit = -76.69, MSE = 0.869.

## Variable 158 added with crit = -79.09, MSE = 0.865.

## Variable 159 added with crit = -79.35, MSE = 0.863.

## Variable 164 added with crit = -81.86, MSE = 0.859.

## Variable 178 added with crit = -83.76, MSE = 0.856.

## Variable 191 added with crit = -85.35, MSE = 0.853.

## Variable 194 added with crit = -85.56, MSE = 0.851.

## Variable 196 added with crit = -85.74, MSE = 0.849.

## Variable 198 added with crit = -86.14, MSE = 0.847.

## Variable 199 added with crit = -88.27, MSE = 0.843.

## Variable 203 added with crit = -88.49, MSE = 0.842.

## Variable 214 added with crit = -91.31, MSE = 0.838.

## Variable 215 added with crit = -92.48, MSE = 0.835.

## Variable 220 added with crit = -92.61, MSE = 0.833.

## Variable 222 added with crit = -93.02, MSE = 0.831.

## Variable 228 added with crit = -93.48, MSE = 0.829.

## Variable 239 added with crit = -93.65, MSE = 0.827.

## Variable 243 added with crit = -95.8, MSE = 0.824.

## Variable 249 added with crit = -96.25, MSE = 0.822.

## Variable 260 added with crit = -98.01, MSE = 0.819.

## Variable 269 added with crit = -101.46, MSE = 0.814.

## Variable 273 added with crit = -102.41, MSE = 0.812.

## Variable 281 added with crit = -106.16, MSE = 0.807.

## Variable 296 added with crit = -106.48, MSE = 0.805.

## Variable 316 added with crit = -107.45, MSE = 0.803.

## Variable 324 added with crit = -109.39, MSE = 0.8.

## Variable 349 added with crit = -109.87, MSE = 0.798.

## Variable 355 added with crit = -110.3, MSE = 0.796.

## Variable 363 added with crit = -113.97, MSE = 0.791.

## Variable 372 added with crit = -114.25, MSE = 0.79.

## Variable 374 added with crit = -114.59, MSE = 0.788.

## Variable 387 added with crit = -116.77, MSE = 0.784.

## Variable 388 added with crit = -118.63, MSE = 0.781.

## Variable 392 added with crit = -120.93, MSE = 0.778.

## Variable 396 added with crit = -121.87, MSE = 0.776.

## Variable 398 added with crit = -124.23, MSE = 0.772.

## Variable 399 added with crit = -126.52, MSE = 0.769.

## Variable 400 added with crit = -127.99, MSE = 0.766.

## Variable 416 added with crit = -128.34, MSE = 0.765.

## Done.

## Starting the fast-forward, 0 variables, crit = 1024.72, MSE = 1.025.

## Variable 2 added with crit = 1015.85, MSE = 1.014.

## Variable 3 added with crit = 999.5, MSE = 0.996.

## Variable 4 added with crit = 993.51, MSE = 0.988.

## Variable 5 added with crit = 987, MSE = 0.979.

## Variable 6 added with crit = 982.02, MSE = 0.972.

## Variable 18 added with crit = 979.7, MSE = 0.968.

## Variable 19 added with crit = 978.36, MSE = 0.964.

## Variable 20 added with crit = 978.32, MSE = 0.962.

## Variable 29 added with crit = 976.17, MSE = 0.958.

## Variable 31 added with crit = 975.25, MSE = 0.955.

## Variable 33 added with crit = 975.02, MSE = 0.953.

## Variable 45 added with crit = 974.49, MSE = 0.95.

## Variable 46 added with crit = 972.11, MSE = 0.946.

## Variable 55 added with crit = 970.24, MSE = 0.942.

## Variable 56 added with crit = 963.9, MSE = 0.934.

## Variable 58 added with crit = 961.84, MSE = 0.93.

## Variable 70 added with crit = 961.12, MSE = 0.927.

## Variable 83 added with crit = 959.26, MSE = 0.923.

## Variable 95 added with crit = 957.27, MSE = 0.919.

## Variable 103 added with crit = 956.94, MSE = 0.917.

## Variable 117 added with crit = 956.86, MSE = 0.915.

## Variable 121 added with crit = 955.75, MSE = 0.912.

## Variable 127 added with crit = 954.67, MSE = 0.909.

## Variable 133 added with crit = 953.55, MSE = 0.906.

## Variable 147 added with crit = 952.16, MSE = 0.902.

## Variable 159 added with crit = 950.92, MSE = 0.899.

## Variable 167 added with crit = 950.79, MSE = 0.897.

## Variable 169 added with crit = 945.34, MSE = 0.889.

## Variable 173 added with crit = 945.17, MSE = 0.887.

## Variable 175 added with crit = 943.13, MSE = 0.883.

## Variable 178 added with crit = 942.32, MSE = 0.88.

## Variable 187 added with crit = 942.13, MSE = 0.878.

## Variable 191 added with crit = 940.67, MSE = 0.875.

## Variable 192 added with crit = 930.91, MSE = 0.863.

## Variable 198 added with crit = 928.54, MSE = 0.859.

## Variable 203 added with crit = 927.22, MSE = 0.855.

## Variable 205 added with crit = 927.21, MSE = 0.853.

## Variable 213 added with crit = 927.01, MSE = 0.851.

## Variable 214 added with crit = 926.53, MSE = 0.849.

## Variable 215 added with crit = 926.04, MSE = 0.846.

## Variable 217 added with crit = 925, MSE = 0.843.

## Variable 222 added with crit = 924.41, MSE = 0.84.

## Variable 236 added with crit = 921.58, MSE = 0.836.

## Variable 249 added with crit = 921.06, MSE = 0.833.

## Variable 253 added with crit = 917.6, MSE = 0.828.

## Variable 264 added with crit = 915.56, MSE = 0.824.

## Variable 272 added with crit = 915.38, MSE = 0.821.

## Variable 275 added with crit = 914.68, MSE = 0.819.

## Variable 277 added with crit = 914, MSE = 0.816.

## Variable 279 added with crit = 912.3, MSE = 0.812.

## Variable 281 added with crit = 912.18, MSE = 0.81.

## Variable 309 added with crit = 910.94, MSE = 0.807.

## Variable 319 added with crit = 905.75, MSE = 0.8.

## Variable 332 added with crit = 905.31, MSE = 0.797.

## Variable 346 added with crit = 903.52, MSE = 0.794.

## Variable 351 added with crit = 902.65, MSE = 0.791.

## Variable 358 added with crit = 902.37, MSE = 0.788.

## Variable 363 added with crit = 901.58, MSE = 0.786.

## Variable 364 added with crit = 901.47, MSE = 0.783.

## Variable 378 added with crit = 901.47, MSE = 0.781.

## Variable 380 added with crit = 899.99, MSE = 0.778.

## Variable 384 added with crit = 899.91, MSE = 0.776.

## Variable 386 added with crit = 899.87, MSE = 0.774.

## Variable 413 added with crit = 898.87, MSE = 0.771.

## Variable 417 added with crit = 898.69, MSE = 0.769.

## Variable 424 added with crit = 898.07, MSE = 0.766.

## Variable 425 added with crit = 898.02, MSE = 0.764.

## Variable 426 added with crit = 896.69, MSE = 0.761.

## Variable 447 added with crit = 895.6, MSE = 0.758.

## Variable 448 added with crit = 895.13, MSE = 0.755.

## Done.

## Starting the fast-forward, 0 variables, crit = 24.42, MSE = 1.025.

## Variable 2 added with crit = 15.76, MSE = 1.014.

## Variable 3 added with crit = -0.51, MSE = 0.996.

## Variable 4 added with crit = -6.57, MSE = 0.988.

## Variable 5 added with crit = -13.22, MSE = 0.979.

## Variable 6 added with crit = -18.38, MSE = 0.972.

## Variable 18 added with crit = -20.83, MSE = 0.968.

## Variable 19 added with crit = -22.3, MSE = 0.964.

## Variable 20 added with crit = -22.41, MSE = 0.962.

## Variable 29 added with crit = -24.73, MSE = 0.958.

## Variable 31 added with crit = -25.78, MSE = 0.955.

## Variable 33 added with crit = -26.12, MSE = 0.953.

## Variable 45 added with crit = -26.78, MSE = 0.95.

## Variable 46 added with crit = -29.39, MSE = 0.946.

## Variable 55 added with crit = -31.5, MSE = 0.942.

## Variable 56 added with crit = -38.39, MSE = 0.934.

## Variable 58 added with crit = -40.74, MSE = 0.93.

## Variable 70 added with crit = -41.67, MSE = 0.927.

## Variable 80 added with crit = -41.76, MSE = 0.925.

## Variable 83 added with crit = -43.81, MSE = 0.921.

## Variable 95 added with crit = -46.11, MSE = 0.917.

## Variable 103 added with crit = -46.76, MSE = 0.915.

## Variable 117 added with crit = -47.14, MSE = 0.913.

## Variable 121 added with crit = -48.78, MSE = 0.91.

## Variable 122 added with crit = -48.93, MSE = 0.908.

## Variable 127 added with crit = -50.97, MSE = 0.904.

## Variable 130 added with crit = -51.32, MSE = 0.902.

## Variable 133 added with crit = -52.34, MSE = 0.899.

## Variable 147 added with crit = -53.7, MSE = 0.896.

## Variable 159 added with crit = -55.19, MSE = 0.893.

## Variable 167 added with crit = -55.6, MSE = 0.891.

## Variable 169 added with crit = -61.7, MSE = 0.884.

## Variable 173 added with crit = -62.19, MSE = 0.881.

## Variable 175 added with crit = -64.72, MSE = 0.877.

## Variable 178 added with crit = -65.71, MSE = 0.875.

## Variable 187 added with crit = -66.18, MSE = 0.873.

## Variable 191 added with crit = -67.4, MSE = 0.87.

## Variable 192 added with crit = -78.77, MSE = 0.858.

## Variable 198 added with crit = -82.07, MSE = 0.854.

## Variable 203 added with crit = -84.57, MSE = 0.85.

## Variable 205 added with crit = -84.9, MSE = 0.848.

## Variable 213 added with crit = -85.55, MSE = 0.846.

## Variable 214 added with crit = -86.58, MSE = 0.843.

## Variable 215 added with crit = -87.29, MSE = 0.841.

## Variable 217 added with crit = -88.83, MSE = 0.838.

## Variable 222 added with crit = -89.88, MSE = 0.835.

## Variable 233 added with crit = -90.02, MSE = 0.834.

## Variable 236 added with crit = -94.28, MSE = 0.828.

## Variable 249 added with crit = -95.48, MSE = 0.826.

## Variable 253 added with crit = -99.52, MSE = 0.821.

## Variable 255 added with crit = -99.94, MSE = 0.819.

## Variable 264 added with crit = -103.5, MSE = 0.814.

## Variable 272 added with crit = -104.07, MSE = 0.812.

## Variable 275 added with crit = -106.29, MSE = 0.809.

## Variable 277 added with crit = -107.37, MSE = 0.806.

## Variable 279 added with crit = -110.34, MSE = 0.802.

## Variable 281 added with crit = -111.12, MSE = 0.8.

## Variable 285 added with crit = -111.86, MSE = 0.798.

## Variable 300 added with crit = -111.99, MSE = 0.796.

## Variable 309 added with crit = -113.94, MSE = 0.793.

## Variable 314 added with crit = -113.97, MSE = 0.791.

## Variable 319 added with crit = -121.1, MSE = 0.784.

## Variable 332 added with crit = -123.27, MSE = 0.781.

## Variable 346 added with crit = -124.79, MSE = 0.778.

## Variable 350 added with crit = -124.85, MSE = 0.777.

## Variable 351 added with crit = -125.78, MSE = 0.774.

## Variable 358 added with crit = -126.02, MSE = 0.773.

## Variable 363 added with crit = -127.26, MSE = 0.77.

## Variable 364 added with crit = -128.66, MSE = 0.767.

## Variable 365 added with crit = -130.08, MSE = 0.765.

## Variable 368 added with crit = -130.27, MSE = 0.763.

## Done.

## Starting the fast-forward, 0 variables, crit = 1042.41, MSE = 1.042.

## Variable 2 added with crit = 1024.19, MSE = 1.022.

## Variable 3 added with crit = 1017.19, MSE = 1.013.

## Variable 5 added with crit = 1007.41, MSE = 1.001.

## Variable 6 added with crit = 987.55, MSE = 0.98.

## Variable 8 added with crit = 984.38, MSE = 0.974.

## Variable 9 added with crit = 983.92, MSE = 0.972.

## Variable 36 added with crit = 983.75, MSE = 0.97.

## Variable 46 added with crit = 983.46, MSE = 0.967.

## Variable 50 added with crit = 981.43, MSE = 0.963.

## Variable 62 added with crit = 978.42, MSE = 0.958.

## Variable 68 added with crit = 978.4, MSE = 0.956.

## Variable 82 added with crit = 978.36, MSE = 0.954.

## Variable 83 added with crit = 977.26, MSE = 0.951.

## Variable 101 added with crit = 975.19, MSE = 0.947.

## Variable 104 added with crit = 971.88, MSE = 0.942.

## Variable 105 added with crit = 971.42, MSE = 0.939.

## Variable 106 added with crit = 971.16, MSE = 0.937.

## Variable 112 added with crit = 971.13, MSE = 0.935.

## Variable 115 added with crit = 969.75, MSE = 0.932.

## Variable 135 added with crit = 967.84, MSE = 0.928.

## Variable 143 added with crit = 962.47, MSE = 0.92.

## Variable 156 added with crit = 960.4, MSE = 0.916.

## Variable 164 added with crit = 959.17, MSE = 0.913.

## Variable 182 added with crit = 958.23, MSE = 0.91.

## Variable 186 added with crit = 949.44, MSE = 0.899.

## Variable 192 added with crit = 949.26, MSE = 0.897.

## Variable 201 added with crit = 948.31, MSE = 0.894.

## Variable 205 added with crit = 945.52, MSE = 0.89.

## Variable 228 added with crit = 945.34, MSE = 0.887.

## Variable 231 added with crit = 940.67, MSE = 0.881.

## Variable 255 added with crit = 940.53, MSE = 0.879.

## Variable 261 added with crit = 940.53, MSE = 0.877.

## Variable 270 added with crit = 939.66, MSE = 0.874.

## Variable 273 added with crit = 932.06, MSE = 0.864.

## Variable 285 added with crit = 927.63, MSE = 0.858.

## Variable 289 added with crit = 926.8, MSE = 0.855.

## Variable 292 added with crit = 925.4, MSE = 0.851.

## Variable 306 added with crit = 925.17, MSE = 0.849.

## Variable 307 added with crit = 924.14, MSE = 0.846.

## Variable 316 added with crit = 923.76, MSE = 0.844.

## Variable 334 added with crit = 917.97, MSE = 0.836.

## Variable 338 added with crit = 917.72, MSE = 0.834.

## Variable 339 added with crit = 915.34, MSE = 0.829.

## Variable 342 added with crit = 914.47, MSE = 0.826.

## Variable 351 added with crit = 913.85, MSE = 0.824.

## Variable 358 added with crit = 913.57, MSE = 0.822.

## Variable 376 added with crit = 912.35, MSE = 0.818.

## Variable 378 added with crit = 911.74, MSE = 0.816.

## Variable 391 added with crit = 909.29, MSE = 0.811.

## Variable 393 added with crit = 909.03, MSE = 0.809.

## Variable 402 added with crit = 908.21, MSE = 0.806.

## Variable 419 added with crit = 907.6, MSE = 0.804.

## Variable 427 added with crit = 907.23, MSE = 0.801.

## Variable 428 added with crit = 907.22, MSE = 0.799.

## Variable 445 added with crit = 907.15, MSE = 0.797.

## Variable 457 added with crit = 902.98, MSE = 0.791.

## Variable 464 added with crit = 899.7, MSE = 0.786.

## Variable 465 added with crit = 898.28, MSE = 0.782.

## Variable 472 added with crit = 896.67, MSE = 0.779.

## Variable 477 added with crit = 895.92, MSE = 0.776.

## Variable 480 added with crit = 895.58, MSE = 0.774.

## Variable 486 added with crit = 895.51, MSE = 0.772.

## Variable 488 added with crit = 895.09, MSE = 0.769.

## Variable 492 added with crit = 894.7, MSE = 0.767.

## Variable 495 added with crit = 894.58, MSE = 0.765.

## Variable 497 added with crit = 892.79, MSE = 0.761.

## Variable 529 added with crit = 892.65, MSE = 0.759.

## Variable 531 added with crit = 892.62, MSE = 0.757.

## Variable 543 added with crit = 892.09, MSE = 0.754.

## Variable 563 added with crit = 888.55, MSE = 0.749.

## Done.

## Starting the fast-forward, 0 variables, crit = 41.53, MSE = 1.042.

## Variable 2 added with crit = 23.95, MSE = 1.022.

## Variable 3 added with crit = 17.1, MSE = 1.013.

## Variable 5 added with crit = 7.41, MSE = 1.001.

## Variable 6 added with crit = -12.66, MSE = 0.98.

## Variable 8 added with crit = -15.96, MSE = 0.974.

## Variable 9 added with crit = -16.48, MSE = 0.972.

## Variable 36 added with crit = -16.72, MSE = 0.97.

## Variable 46 added with crit = -17.08, MSE = 0.967.

## Variable 50 added with crit = -19.26, MSE = 0.963.

## Variable 62 added with crit = -22.47, MSE = 0.958.

## Variable 68 added with crit = -22.57, MSE = 0.956.

## Variable 82 added with crit = -22.71, MSE = 0.954.

## Variable 83 added with crit = -23.96, MSE = 0.951.

## Variable 101 added with crit = -26.26, MSE = 0.947.

## Variable 104 added with crit = -29.88, MSE = 0.942.

## Variable 105 added with crit = -30.5, MSE = 0.939.

## Variable 106 added with crit = -30.91, MSE = 0.937.

## Variable 112 added with crit = -31.07, MSE = 0.935.

## Variable 115 added with crit = -32.69, MSE = 0.932.

## Variable 129 added with crit = -32.81, MSE = 0.93.

## Variable 135 added with crit = -34.85, MSE = 0.926.

## Variable 143 added with crit = -40.74, MSE = 0.919.

## Variable 156 added with crit = -42.87, MSE = 0.915.

## Variable 159 added with crit = -42.91, MSE = 0.913.

## Variable 164 added with crit = -44.21, MSE = 0.91.

## Variable 182 added with crit = -45.23, MSE = 0.907.

## Variable 186 added with crit = -55.15, MSE = 0.897.

## Variable 192 added with crit = -55.7, MSE = 0.894.

## Variable 193 added with crit = -55.81, MSE = 0.892.

## Variable 201 added with crit = -56.84, MSE = 0.89.

## Variable 205 added with crit = -60.36, MSE = 0.885.

## Variable 228 added with crit = -60.69, MSE = 0.883.

## Variable 231 added with crit = -66.19, MSE = 0.876.

## Variable 255 added with crit = -66.55, MSE = 0.874.

## Variable 261 added with crit = -66.91, MSE = 0.872.

## Variable 263 added with crit = -67, MSE = 0.87.

## Variable 270 added with crit = -68.58, MSE = 0.867.

## Variable 273 added with crit = -77.85, MSE = 0.857.

## Variable 282 added with crit = -78.26, MSE = 0.855.

## Variable 285 added with crit = -83.26, MSE = 0.849.

## Variable 289 added with crit = -84.69, MSE = 0.846.

## Variable 292 added with crit = -86.99, MSE = 0.843.

## Variable 306 added with crit = -88, MSE = 0.84.

## Variable 307 added with crit = -89.26, MSE = 0.838.

## Variable 313 added with crit = -89.57, MSE = 0.836.

## Variable 316 added with crit = -90.45, MSE = 0.833.

## Variable 334 added with crit = -97.07, MSE = 0.826.

## Variable 338 added with crit = -97.72, MSE = 0.824.

## Variable 339 added with crit = -101.33, MSE = 0.819.

## Variable 342 added with crit = -102.86, MSE = 0.816.

## Variable 351 added with crit = -103.75, MSE = 0.814.

## Variable 355 added with crit = -103.86, MSE = 0.812.

## Variable 358 added with crit = -104.54, MSE = 0.81.

## Variable 376 added with crit = -105.52, MSE = 0.808.

## Variable 378 added with crit = -106.69, MSE = 0.805.

## Variable 387 added with crit = -106.79, MSE = 0.803.

## Variable 391 added with crit = -110.34, MSE = 0.799.

## Variable 393 added with crit = -110.62, MSE = 0.797.

## Variable 400 added with crit = -112.01, MSE = 0.795.

## Variable 402 added with crit = -112.98, MSE = 0.792.

## Variable 419 added with crit = -114.54, MSE = 0.789.

## Variable 427 added with crit = -115.05, MSE = 0.787.

## Variable 428 added with crit = -115.34, MSE = 0.786.

## Variable 432 added with crit = -115.54, MSE = 0.784.

## Variable 435 added with crit = -115.69, MSE = 0.782.

## Variable 445 added with crit = -116.01, MSE = 0.78.

## Variable 454 added with crit = -116.68, MSE = 0.778.

## Variable 457 added with crit = -122.05, MSE = 0.773.

## Variable 464 added with crit = -126.7, MSE = 0.767.

## Variable 465 added with crit = -128.77, MSE = 0.764.

## Done.

## Starting the fast-forward, 0 variables, crit = 1041.46, MSE = 1.041.

## Variable 2 added with crit = 1032.87, MSE = 1.031.

## Variable 3 added with crit = 1013.02, MSE = 1.009.

## Variable 4 added with crit = 996.28, MSE = 0.99.

## Variable 5 added with crit = 990.3, MSE = 0.982.

## Variable 6 added with crit = 982.61, MSE = 0.973.

## Variable 17 added with crit = 981.76, MSE = 0.97.

## Variable 19 added with crit = 981.31, MSE = 0.967.

## Variable 25 added with crit = 981.13, MSE = 0.965.

## Variable 27 added with crit = 980.57, MSE = 0.963.

## Variable 33 added with crit = 980.44, MSE = 0.96.

## Variable 35 added with crit = 979.82, MSE = 0.958.

## Variable 41 added with crit = 978.57, MSE = 0.955.

## Variable 45 added with crit = 976.42, MSE = 0.95.

## Variable 48 added with crit = 969.08, MSE = 0.941.

## Variable 53 added with crit = 967.18, MSE = 0.937.

## Variable 64 added with crit = 965.97, MSE = 0.934.

## Variable 67 added with crit = 965.6, MSE = 0.932.

## Variable 76 added with crit = 965.51, MSE = 0.93.

## Variable 77 added with crit = 964.62, MSE = 0.927.

## Variable 78 added with crit = 961.69, MSE = 0.922.

## Variable 82 added with crit = 960.1, MSE = 0.918.

## Variable 98 added with crit = 959.21, MSE = 0.915.

## Variable 104 added with crit = 958.39, MSE = 0.912.

## Variable 109 added with crit = 957.53, MSE = 0.91.

## Variable 112 added with crit = 957.52, MSE = 0.908.

## Variable 115 added with crit = 956.76, MSE = 0.905.

## Variable 125 added with crit = 953.34, MSE = 0.899.

## Variable 142 added with crit = 953.16, MSE = 0.897.

## Variable 147 added with crit = 953.06, MSE = 0.895.

## Variable 150 added with crit = 950.07, MSE = 0.89.

## Variable 153 added with crit = 949.65, MSE = 0.888.

## Variable 156 added with crit = 947.1, MSE = 0.883.

## Variable 158 added with crit = 943.6, MSE = 0.878.

## Variable 162 added with crit = 940.87, MSE = 0.873.

## Variable 164 added with crit = 939.48, MSE = 0.869.

## Variable 170 added with crit = 938.19, MSE = 0.866.

## Variable 182 added with crit = 937.19, MSE = 0.863.

## Variable 185 added with crit = 934.29, MSE = 0.858.

## Variable 187 added with crit = 928.62, MSE = 0.851.

## Variable 193 added with crit = 927.24, MSE = 0.847.

## Variable 199 added with crit = 925.94, MSE = 0.844.

## Variable 207 added with crit = 925.86, MSE = 0.842.

## Variable 209 added with crit = 924.97, MSE = 0.839.

## Variable 210 added with crit = 924.76, MSE = 0.837.

## Variable 212 added with crit = 924.16, MSE = 0.834.

## Variable 213 added with crit = 924.07, MSE = 0.832.

## Variable 230 added with crit = 921.77, MSE = 0.828.

## Variable 243 added with crit = 921.49, MSE = 0.825.

## Variable 248 added with crit = 920.1, MSE = 0.822.

## Variable 257 added with crit = 918.02, MSE = 0.818.

## Variable 259 added with crit = 916.65, MSE = 0.815.

## Variable 263 added with crit = 915.78, MSE = 0.812.

## Variable 267 added with crit = 915.59, MSE = 0.81.

## Variable 282 added with crit = 915.3, MSE = 0.807.

## Variable 294 added with crit = 914.18, MSE = 0.804.

## Variable 299 added with crit = 912.95, MSE = 0.801.

## Variable 314 added with crit = 906, MSE = 0.792.

## Variable 335 added with crit = 904.77, MSE = 0.789.

## Variable 341 added with crit = 900.85, MSE = 0.783.

## Variable 344 added with crit = 900.37, MSE = 0.78.

## Variable 347 added with crit = 898.44, MSE = 0.776.

## Variable 351 added with crit = 894.99, MSE = 0.771.

## Variable 375 added with crit = 892.3, MSE = 0.766.

## Variable 386 added with crit = 891.83, MSE = 0.764.

## Variable 388 added with crit = 891.58, MSE = 0.762.

## Variable 392 added with crit = 891.42, MSE = 0.759.

## Variable 395 added with crit = 890.85, MSE = 0.757.

## Variable 409 added with crit = 889.11, MSE = 0.753.

## Variable 417 added with crit = 888, MSE = 0.75.

## Variable 423 added with crit = 886.53, MSE = 0.747.

## Done.

## Starting the fast-forward, 0 variables, crit = 40.62, MSE = 1.041.

## Variable 2 added with crit = 32.4, MSE = 1.031.

## Variable 3 added with crit = 12.98, MSE = 1.009.

## Variable 4 added with crit = -3.77, MSE = 0.99.

## Variable 5 added with crit = -9.86, MSE = 0.982.

## Variable 6 added with crit = -17.77, MSE = 0.973.

## Variable 14 added with crit = -17.81, MSE = 0.971.

## Variable 17 added with crit = -18.82, MSE = 0.968.

## Variable 19 added with crit = -19.5, MSE = 0.965.

## Variable 25 added with crit = -19.93, MSE = 0.963.

## Variable 27 added with crit = -20.71, MSE = 0.96.

## Variable 33 added with crit = -20.76, MSE = 0.958.

## Variable 35 added with crit = -21.57, MSE = 0.955.

## Variable 41 added with crit = -22.78, MSE = 0.952.

## Variable 45 added with crit = -24.88, MSE = 0.948.

## Variable 48 added with crit = -32.79, MSE = 0.939.

## Variable 53 added with crit = -34.91, MSE = 0.935.

## Variable 64 added with crit = -36.61, MSE = 0.932.

## Variable 67 added with crit = -37.33, MSE = 0.929.

## Variable 76 added with crit = -37.54, MSE = 0.927.

## Variable 77 added with crit = -38.72, MSE = 0.924.

## Variable 78 added with crit = -42.57, MSE = 0.919.

## Variable 82 added with crit = -44.62, MSE = 0.915.

## Variable 98 added with crit = -45.98, MSE = 0.912.

## Variable 104 added with crit = -47.3, MSE = 0.909.

## Variable 109 added with crit = -48.33, MSE = 0.906.

## Variable 112 added with crit = -48.58, MSE = 0.904.

## Variable 115 added with crit = -49.72, MSE = 0.901.

## Variable 125 added with crit = -53.48, MSE = 0.896.

## Variable 142 added with crit = -54.02, MSE = 0.894.

## Variable 147 added with crit = -54.52, MSE = 0.892.

## Variable 150 added with crit = -58.26, MSE = 0.887.

## Variable 153 added with crit = -59.11, MSE = 0.884.

## Variable 156 added with crit = -61.8, MSE = 0.88.

## Variable 158 added with crit = -66.01, MSE = 0.875.

## Variable 162 added with crit = -69.29, MSE = 0.87.

## Variable 164 added with crit = -71.21, MSE = 0.867.

## Variable 170 added with crit = -73.04, MSE = 0.863.

## Variable 182 added with crit = -74.27, MSE = 0.86.

## Variable 185 added with crit = -78.8, MSE = 0.855.

## Variable 187 added with crit = -85.33, MSE = 0.848.

## Variable 193 added with crit = -87.4, MSE = 0.844.

## Variable 199 added with crit = -88.96, MSE = 0.841.

## Variable 201 added with crit = -89.27, MSE = 0.839.

## Variable 207 added with crit = -89.96, MSE = 0.837.

## Variable 209 added with crit = -91.32, MSE = 0.834.

## Variable 210 added with crit = -91.94, MSE = 0.832.

## Variable 212 added with crit = -92.7, MSE = 0.83.

## Variable 213 added with crit = -93.43, MSE = 0.827.

## Variable 230 added with crit = -96.24, MSE = 0.823.

## Variable 231 added with crit = -96.33, MSE = 0.822.

## Variable 232 added with crit = -96.68, MSE = 0.82.

## Variable 243 added with crit = -97.62, MSE = 0.817.

## Variable 248 added with crit = -99.07, MSE = 0.815.

## Variable 251 added with crit = -99.71, MSE = 0.812.

## Variable 257 added with crit = -102.23, MSE = 0.809.

## Variable 259 added with crit = -103.76, MSE = 0.806.

## Variable 262 added with crit = -104.02, MSE = 0.804.

## Variable 263 added with crit = -105.78, MSE = 0.801.

## Variable 267 added with crit = -107.02, MSE = 0.798.

## Variable 272 added with crit = -107.32, MSE = 0.797.

## Variable 275 added with crit = -107.91, MSE = 0.795.

## Variable 278 added with crit = -108.38, MSE = 0.793.

## Variable 282 added with crit = -108.64, MSE = 0.791.

## Variable 284 added with crit = -109.11, MSE = 0.789.

## Variable 293 added with crit = -109.27, MSE = 0.787.

## Variable 294 added with crit = -110.68, MSE = 0.785.

## Variable 299 added with crit = -112.68, MSE = 0.781.

## Variable 314 added with crit = -122.56, MSE = 0.772.

## Variable 318 added with crit = -123.77, MSE = 0.77.

## Variable 334 added with crit = -124.2, MSE = 0.768.

## Done.

## Starting the fast-forward, 0 variables, crit = 1050.19, MSE = 1.05.

## Variable 2 added with crit = 1040.18, MSE = 1.038.

## Variable 3 added with crit = 1027.79, MSE = 1.024.

## Variable 4 added with crit = 995.8, MSE = 0.99.

## Variable 5 added with crit = 987.87, MSE = 0.98.

## Variable 6 added with crit = 987.08, MSE = 0.977.

## Variable 10 added with crit = 986.86, MSE = 0.975.

## Variable 19 added with crit = 986.39, MSE = 0.972.

## Variable 28 added with crit = 985.76, MSE = 0.97.

## Variable 35 added with crit = 985.01, MSE = 0.967.

## Variable 40 added with crit = 984.38, MSE = 0.964.

## Variable 54 added with crit = 979.27, MSE = 0.957.

## Variable 84 added with crit = 978.97, MSE = 0.955.

## Variable 92 added with crit = 978.44, MSE = 0.952.

## Variable 95 added with crit = 978.03, MSE = 0.95.

## Variable 98 added with crit = 977.3, MSE = 0.947.

## Variable 108 added with crit = 976.06, MSE = 0.944.

## Variable 112 added with crit = 975.8, MSE = 0.942.

## Variable 115 added with crit = 974.44, MSE = 0.938.

## Variable 116 added with crit = 974.41, MSE = 0.936.

## Variable 123 added with crit = 973.98, MSE = 0.934.

## Variable 125 added with crit = 973.49, MSE = 0.931.

## Variable 129 added with crit = 972.91, MSE = 0.929.

## Variable 139 added with crit = 967.06, MSE = 0.921.

## Variable 140 added with crit = 964.89, MSE = 0.917.

## Variable 144 added with crit = 964.73, MSE = 0.915.

## Variable 145 added with crit = 964.42, MSE = 0.912.

## Variable 155 added with crit = 962.3, MSE = 0.908.

## Variable 158 added with crit = 959.94, MSE = 0.904.

## Variable 159 added with crit = 959.42, MSE = 0.901.

## Variable 169 added with crit = 959.18, MSE = 0.899.

## Variable 180 added with crit = 957.77, MSE = 0.896.

## Variable 184 added with crit = 957.43, MSE = 0.893.

## Variable 200 added with crit = 955.99, MSE = 0.89.

## Variable 206 added with crit = 955.48, MSE = 0.887.

## Variable 207 added with crit = 955.12, MSE = 0.885.

## Variable 211 added with crit = 954.09, MSE = 0.882.

## Variable 215 added with crit = 951.8, MSE = 0.878.

## Variable 223 added with crit = 950.92, MSE = 0.875.

## Variable 234 added with crit = 950.17, MSE = 0.872.

## Variable 239 added with crit = 947.98, MSE = 0.868.

## Variable 241 added with crit = 947.82, MSE = 0.866.

## Variable 243 added with crit = 947.6, MSE = 0.864.

## Variable 245 added with crit = 945.69, MSE = 0.86.

## Variable 262 added with crit = 944.93, MSE = 0.857.

## Variable 267 added with crit = 943.16, MSE = 0.853.

## Variable 271 added with crit = 942.77, MSE = 0.851.

## Variable 274 added with crit = 939.8, MSE = 0.846.

## Variable 276 added with crit = 938.89, MSE = 0.843.

## Variable 285 added with crit = 935.64, MSE = 0.838.

## Variable 311 added with crit = 935.38, MSE = 0.835.

## Variable 321 added with crit = 928.44, MSE = 0.826.

## Variable 327 added with crit = 928.06, MSE = 0.824.

## Variable 349 added with crit = 923.27, MSE = 0.817.

## Variable 354 added with crit = 919.36, MSE = 0.811.

## Variable 365 added with crit = 919.07, MSE = 0.809.

## Variable 375 added with crit = 916.29, MSE = 0.804.

## Variable 398 added with crit = 914.35, MSE = 0.8.

## Variable 403 added with crit = 912.03, MSE = 0.796.

## Variable 422 added with crit = 907.44, MSE = 0.789.

## Variable 437 added with crit = 907.06, MSE = 0.787.

## Variable 442 added with crit = 906.53, MSE = 0.785.

## Variable 443 added with crit = 902.98, MSE = 0.779.

## Variable 446 added with crit = 900.71, MSE = 0.775.

## Variable 466 added with crit = 899.57, MSE = 0.772.

## Variable 472 added with crit = 897.18, MSE = 0.767.

## Variable 479 added with crit = 896.43, MSE = 0.764.

## Variable 491 added with crit = 891.51, MSE = 0.758.

## Variable 494 added with crit = 890.78, MSE = 0.755.

## Variable 509 added with crit = 890.22, MSE = 0.752.

## Variable 521 added with crit = 889.89, MSE = 0.75.

## Done.

## Starting the fast-forward, 0 variables, crit = 48.97, MSE = 1.05.

## Variable 2 added with crit = 39.47, MSE = 1.038.

## Variable 3 added with crit = 27.52, MSE = 1.024.

## Variable 4 added with crit = -4.26, MSE = 0.99.

## Variable 5 added with crit = -12.33, MSE = 0.98.

## Variable 6 added with crit = -13.19, MSE = 0.977.

## Variable 10 added with crit = -13.46, MSE = 0.975.

## Variable 19 added with crit = -14, MSE = 0.972.

## Variable 28 added with crit = -14.71, MSE = 0.97.

## Variable 35 added with crit = -15.55, MSE = 0.967.

## Variable 40 added with crit = -16.27, MSE = 0.964.

## Variable 54 added with crit = -21.67, MSE = 0.957.

## Variable 84 added with crit = -22.07, MSE = 0.955.

## Variable 92 added with crit = -22.72, MSE = 0.952.

## Variable 95 added with crit = -23.26, MSE = 0.95.

## Variable 98 added with crit = -24.14, MSE = 0.947.

## Variable 108 added with crit = -25.56, MSE = 0.944.

## Variable 112 added with crit = -25.96, MSE = 0.942.

## Variable 115 added with crit = -27.53, MSE = 0.938.

## Variable 116 added with crit = -27.7, MSE = 0.936.

## Variable 123 added with crit = -28.31, MSE = 0.934.

## Variable 125 added with crit = -28.97, MSE = 0.931.

## Variable 129 added with crit = -29.75, MSE = 0.929.

## Variable 139 added with crit = -36.23, MSE = 0.921.

## Variable 140 added with crit = -38.76, MSE = 0.917.

## Variable 144 added with crit = -39.13, MSE = 0.915.

## Variable 145 added with crit = -39.66, MSE = 0.912.

## Variable 155 added with crit = -42.18, MSE = 0.908.

## Variable 158 added with crit = -44.99, MSE = 0.904.

## Variable 159 added with crit = -45.78, MSE = 0.901.

## Variable 166 added with crit = -45.93, MSE = 0.899.

## Variable 169 added with crit = -46.29, MSE = 0.897.

## Variable 180 added with crit = -48.28, MSE = 0.894.

## Variable 184 added with crit = -48.9, MSE = 0.891.

## Variable 200 added with crit = -50.93, MSE = 0.888.

## Variable 206 added with crit = -51.81, MSE = 0.885.

## Variable 207 added with crit = -52.23, MSE = 0.883.

## Variable 211 added with crit = -53.5, MSE = 0.88.

## Variable 215 added with crit = -56.22, MSE = 0.876.

## Variable 223 added with crit = -57.5, MSE = 0.873.

## Variable 234 added with crit = -58.49, MSE = 0.871.

## Variable 239 added with crit = -61.45, MSE = 0.866.

## Variable 241 added with crit = -61.84, MSE = 0.864.

## Variable 243 added with crit = -62.73, MSE = 0.862.

## Variable 244 added with crit = -62.86, MSE = 0.86.

## Variable 245 added with crit = -65.17, MSE = 0.856.

## Variable 262 added with crit = -66.37, MSE = 0.854.

## Variable 265 added with crit = -66.86, MSE = 0.851.

## Variable 267 added with crit = -69.14, MSE = 0.848.

## Variable 271 added with crit = -70.26, MSE = 0.845.

## Variable 274 added with crit = -74.27, MSE = 0.84.

## Variable 276 added with crit = -76.16, MSE = 0.837.

## Variable 285 added with crit = -80, MSE = 0.832.

## Variable 308 added with crit = -80.12, MSE = 0.83.

## Variable 311 added with crit = -80.89, MSE = 0.828.

## Variable 321 added with crit = -90.36, MSE = 0.818.

## Variable 322 added with crit = -90.5, MSE = 0.817.

## Variable 327 added with crit = -90.87, MSE = 0.815.

## Variable 347 added with crit = -90.91, MSE = 0.813.

## Variable 349 added with crit = -96.84, MSE = 0.807.

## Variable 354 added with crit = -103.38, MSE = 0.8.

## Variable 365 added with crit = -104.08, MSE = 0.798.

## Variable 373 added with crit = -104.1, MSE = 0.796.

## Variable 375 added with crit = -107.19, MSE = 0.792.

## Variable 387 added with crit = -107.72, MSE = 0.79.

## Variable 398 added with crit = -112.2, MSE = 0.785.

## Variable 403 added with crit = -115.47, MSE = 0.781.

## Variable 418 added with crit = -116.81, MSE = 0.778.

## Variable 422 added with crit = -122.51, MSE = 0.772.

## Variable 427 added with crit = -122.72, MSE = 0.77.

## Variable 428 added with crit = -123.24, MSE = 0.769.

## Done.

## Starting the fast-forward, 0 variables, crit = 998.92, MSE = 0.999.

## Variable 2 added with crit = 985.45, MSE = 0.983.

## Variable 3 added with crit = 966.12, MSE = 0.962.

## Variable 4 added with crit = 950.83, MSE = 0.945.

## Variable 5 added with crit = 949.29, MSE = 0.941.

## Variable 6 added with crit = 937.57, MSE = 0.928.

## Variable 8 added with crit = 937.23, MSE = 0.925.

## Variable 11 added with crit = 935.36, MSE = 0.921.

## Variable 15 added with crit = 934.62, MSE = 0.919.

## Variable 20 added with crit = 933.9, MSE = 0.916.

## Variable 26 added with crit = 930.86, MSE = 0.911.

## Variable 34 added with crit = 930.4, MSE = 0.908.

## Variable 49 added with crit = 930.36, MSE = 0.906.

## Variable 52 added with crit = 930.17, MSE = 0.904.

## Variable 56 added with crit = 926.35, MSE = 0.898.

## Variable 64 added with crit = 925.77, MSE = 0.896.

## Variable 71 added with crit = 924.58, MSE = 0.893.

## Variable 74 added with crit = 923.85, MSE = 0.89.

## Variable 77 added with crit = 923.73, MSE = 0.888.

## Variable 84 added with crit = 923.61, MSE = 0.886.

## Variable 96 added with crit = 923.28, MSE = 0.883.

## Variable 109 added with crit = 922.4, MSE = 0.88.

## Variable 117 added with crit = 920.05, MSE = 0.876.

## Variable 123 added with crit = 917.3, MSE = 0.871.

## Variable 126 added with crit = 917.14, MSE = 0.869.

## Variable 131 added with crit = 915.34, MSE = 0.865.

## Variable 135 added with crit = 914.62, MSE = 0.863.

## Variable 136 added with crit = 913.71, MSE = 0.86.

## Variable 147 added with crit = 912.54, MSE = 0.857.

## Variable 153 added with crit = 912.16, MSE = 0.854.

## Variable 160 added with crit = 911.43, MSE = 0.851.

## Variable 166 added with crit = 911.13, MSE = 0.849.

## Variable 174 added with crit = 909.76, MSE = 0.846.

## Variable 180 added with crit = 909.02, MSE = 0.843.

## Variable 181 added with crit = 907.14, MSE = 0.839.

## Variable 184 added with crit = 906.33, MSE = 0.836.

## Variable 193 added with crit = 905.94, MSE = 0.834.

## Variable 198 added with crit = 905.04, MSE = 0.831.

## Variable 204 added with crit = 904.28, MSE = 0.828.

## Variable 208 added with crit = 904.16, MSE = 0.826.

## Variable 211 added with crit = 902.9, MSE = 0.823.

## Variable 221 added with crit = 902.74, MSE = 0.821.

## Variable 233 added with crit = 902.52, MSE = 0.819.

## Variable 235 added with crit = 901.49, MSE = 0.815.

## Variable 241 added with crit = 900.96, MSE = 0.813.

## Variable 245 added with crit = 900.31, MSE = 0.81.

## Variable 262 added with crit = 899.13, MSE = 0.807.

## Variable 265 added with crit = 898.64, MSE = 0.805.

## Variable 274 added with crit = 898.43, MSE = 0.802.

## Variable 276 added with crit = 895.85, MSE = 0.798.

## Variable 284 added with crit = 894.85, MSE = 0.795.

## Variable 295 added with crit = 894.59, MSE = 0.793.

## Variable 298 added with crit = 894.13, MSE = 0.79.

## Variable 299 added with crit = 890.83, MSE = 0.785.

## Variable 303 added with crit = 890.82, MSE = 0.783.

## Variable 311 added with crit = 890.42, MSE = 0.78.

## Variable 316 added with crit = 887.81, MSE = 0.776.

## Variable 321 added with crit = 887.18, MSE = 0.773.

## Variable 324 added with crit = 886.53, MSE = 0.771.

## Variable 336 added with crit = 885.82, MSE = 0.768.

## Variable 345 added with crit = 884.91, MSE = 0.765.

## Variable 349 added with crit = 884.73, MSE = 0.763.

## Variable 355 added with crit = 882.7, MSE = 0.759.

## Variable 358 added with crit = 882.45, MSE = 0.756.

## Variable 380 added with crit = 880.82, MSE = 0.753.

## Variable 381 added with crit = 880.76, MSE = 0.751.

## Variable 384 added with crit = 880.45, MSE = 0.748.

## Variable 385 added with crit = 879.87, MSE = 0.746.

## Variable 387 added with crit = 879.63, MSE = 0.744.

## Variable 396 added with crit = 879.25, MSE = 0.741.

## Variable 403 added with crit = 877.97, MSE = 0.738.

## Done.

## Starting the fast-forward, 0 variables, crit = -1.08, MSE = 0.999.

## Variable 2 added with crit = -14.69, MSE = 0.983.

## Variable 3 added with crit = -34.62, MSE = 0.962.

## Variable 4 added with crit = -50.75, MSE = 0.945.

## Variable 5 added with crit = -52.5, MSE = 0.941.

## Variable 6 added with crit = -65.19, MSE = 0.928.

## Variable 8 added with crit = -65.71, MSE = 0.925.

## Variable 11 added with crit = -67.9, MSE = 0.921.

## Variable 15 added with crit = -68.88, MSE = 0.919.

## Variable 19 added with crit = -69.06, MSE = 0.917.

## Variable 20 added with crit = -70.06, MSE = 0.914.

## Variable 26 added with crit = -73.67, MSE = 0.909.

## Variable 34 added with crit = -74.24, MSE = 0.906.

## Variable 49 added with crit = -74.39, MSE = 0.904.

## Variable 52 added with crit = -74.57, MSE = 0.903.

## Variable 56 added with crit = -78.83, MSE = 0.897.

## Variable 64 added with crit = -79.65, MSE = 0.894.

## Variable 71 added with crit = -81.02, MSE = 0.891.

## Variable 74 added with crit = -82.28, MSE = 0.888.

## Variable 75 added with crit = -82.36, MSE = 0.887.

## Variable 77 added with crit = -82.7, MSE = 0.885.

## Variable 84 added with crit = -83.04, MSE = 0.882.

## Variable 96 added with crit = -84.22, MSE = 0.88.

## Variable 109 added with crit = -85.27, MSE = 0.877.

## Variable 117 added with crit = -88.3, MSE = 0.873.

## Variable 123 added with crit = -92.22, MSE = 0.867.

## Variable 125 added with crit = -92.23, MSE = 0.866.

## Variable 126 added with crit = -92.72, MSE = 0.864.

## Variable 129 added with crit = -92.82, MSE = 0.862.

## Variable 131 added with crit = -94.95, MSE = 0.858.

## Variable 135 added with crit = -96.14, MSE = 0.855.

## Variable 136 added with crit = -97.28, MSE = 0.853.

## Variable 140 added with crit = -97.41, MSE = 0.851.

## Variable 147 added with crit = -99.38, MSE = 0.848.

## Variable 153 added with crit = -99.62, MSE = 0.846.

## Variable 160 added with crit = -100.6, MSE = 0.843.

## Variable 161 added with crit = -100.63, MSE = 0.841.

## Variable 165 added with crit = -101.04, MSE = 0.839.

## Variable 166 added with crit = -101.93, MSE = 0.837.

## Variable 174 added with crit = -104.23, MSE = 0.833.

## Variable 180 added with crit = -105.85, MSE = 0.83.

## Variable 181 added with crit = -108.87, MSE = 0.826.

## Variable 184 added with crit = -110.5, MSE = 0.823.

## Variable 193 added with crit = -111.9, MSE = 0.82.

## Variable 198 added with crit = -113.13, MSE = 0.818.

## Variable 204 added with crit = -115.91, MSE = 0.814.

## Variable 207 added with crit = -116.23, MSE = 0.812.

## Variable 208 added with crit = -116.65, MSE = 0.81.

## Variable 211 added with crit = -118.55, MSE = 0.807.

## Variable 221 added with crit = -118.92, MSE = 0.805.

## Variable 233 added with crit = -119.57, MSE = 0.803.

## Variable 235 added with crit = -122.09, MSE = 0.799.

## Variable 241 added with crit = -122.92, MSE = 0.797.

## Variable 242 added with crit = -123.31, MSE = 0.795.

## Variable 245 added with crit = -124.28, MSE = 0.793.

## Variable 256 added with crit = -125.3, MSE = 0.79.

## Variable 262 added with crit = -126.7, MSE = 0.788.

## Variable 265 added with crit = -127.91, MSE = 0.785.

## Variable 267 added with crit = -128.07, MSE = 0.783.

## Variable 271 added with crit = -128.19, MSE = 0.782.

## Variable 274 added with crit = -129.53, MSE = 0.779.

## Variable 276 added with crit = -134.72, MSE = 0.774.

## Variable 284 added with crit = -135.74, MSE = 0.771.

## Variable 292 added with crit = -135.99, MSE = 0.77.

## Variable 295 added with crit = -136.44, MSE = 0.768.

## Variable 298 added with crit = -136.85, MSE = 0.766.

## Variable 299 added with crit = -141.93, MSE = 0.76.

## Variable 303 added with crit = -142.35, MSE = 0.759.

## Variable 311 added with crit = -143.09, MSE = 0.756.

## Variable 314 added with crit = -143.37, MSE = 0.755.

## Variable 315 added with crit = -143.88, MSE = 0.753.

## Done.

## Starting the fast-forward, 0 variables, crit = 1067.15, MSE = 1.067.

## Variable 2 added with crit = 1058.15, MSE = 1.056.

## Variable 3 added with crit = 1052.14, MSE = 1.048.

## Variable 4 added with crit = 1037.07, MSE = 1.031.

## Variable 5 added with crit = 1021.76, MSE = 1.014.

## Variable 6 added with crit = 1019.37, MSE = 1.009.

## Variable 12 added with crit = 1018.24, MSE = 1.006.

## Variable 13 added with crit = 1015.7, MSE = 1.002.

## Variable 17 added with crit = 1011.14, MSE = 0.995.

## Variable 23 added with crit = 1010.68, MSE = 0.993.

## Variable 25 added with crit = 1009.02, MSE = 0.989.

## Variable 37 added with crit = 1008.63, MSE = 0.987.

## Variable 39 added with crit = 1005.83, MSE = 0.982.

## Variable 53 added with crit = 1004.24, MSE = 0.978.

## Variable 61 added with crit = 997.96, MSE = 0.97.

## Variable 73 added with crit = 997.15, MSE = 0.967.

## Variable 74 added with crit = 989.81, MSE = 0.958.

## Variable 86 added with crit = 987.29, MSE = 0.953.

## Variable 89 added with crit = 983.32, MSE = 0.947.

## Variable 98 added with crit = 982.85, MSE = 0.945.

## Variable 117 added with crit = 982.79, MSE = 0.943.

## Variable 118 added with crit = 982.75, MSE = 0.941.

## Variable 131 added with crit = 982.6, MSE = 0.939.

## Variable 138 added with crit = 980.33, MSE = 0.934.

## Variable 140 added with crit = 980.1, MSE = 0.932.

## Variable 146 added with crit = 979.92, MSE = 0.93.

## Variable 147 added with crit = 978.44, MSE = 0.926.

## Variable 158 added with crit = 977.63, MSE = 0.924.

## Variable 169 added with crit = 977.17, MSE = 0.921.

## Variable 174 added with crit = 973.34, MSE = 0.915.

## Variable 184 added with crit = 971.38, MSE = 0.911.

## Variable 206 added with crit = 967.29, MSE = 0.905.

## Variable 208 added with crit = 964.27, MSE = 0.9.

## Variable 209 added with crit = 963.77, MSE = 0.898.

## Variable 212 added with crit = 959.48, MSE = 0.891.

## Variable 215 added with crit = 958.1, MSE = 0.888.

## Variable 216 added with crit = 955.47, MSE = 0.883.

## Variable 222 added with crit = 954.17, MSE = 0.88.

## Variable 223 added with crit = 954, MSE = 0.878.

## Variable 228 added with crit = 953.28, MSE = 0.875.

## Variable 231 added with crit = 949.2, MSE = 0.869.

## Variable 233 added with crit = 947.91, MSE = 0.866.

## Variable 255 added with crit = 947, MSE = 0.863.

## Variable 258 added with crit = 946.27, MSE = 0.86.

## Variable 259 added with crit = 937.66, MSE = 0.85.

## Variable 273 added with crit = 937.28, MSE = 0.847.

## Variable 302 added with crit = 936.15, MSE = 0.844.

## Variable 326 added with crit = 932.97, MSE = 0.839.

## Variable 336 added with crit = 930.31, MSE = 0.834.

## Variable 338 added with crit = 926.71, MSE = 0.829.

## Variable 341 added with crit = 923.24, MSE = 0.823.

## Variable 359 added with crit = 922.83, MSE = 0.821.

## Variable 369 added with crit = 922.53, MSE = 0.819.

## Variable 370 added with crit = 922.06, MSE = 0.816.

## Variable 383 added with crit = 919.99, MSE = 0.812.

## Variable 384 added with crit = 918.84, MSE = 0.809.

## Variable 385 added with crit = 918.22, MSE = 0.806.

## Variable 405 added with crit = 918.16, MSE = 0.804.

## Variable 414 added with crit = 917.71, MSE = 0.802.

## Variable 416 added with crit = 917.24, MSE = 0.799.

## Variable 417 added with crit = 916.62, MSE = 0.797.

## Variable 419 added with crit = 914.79, MSE = 0.793.

## Variable 434 added with crit = 914.26, MSE = 0.79.

## Variable 440 added with crit = 913.4, MSE = 0.787.

## Variable 448 added with crit = 912.98, MSE = 0.785.

## Variable 454 added with crit = 912.88, MSE = 0.783.

## Variable 458 added with crit = 910.36, MSE = 0.778.

## Variable 467 added with crit = 909.07, MSE = 0.775.

## Variable 478 added with crit = 906.16, MSE = 0.77.

## Variable 488 added with crit = 905.99, MSE = 0.768.

## Variable 498 added with crit = 905.75, MSE = 0.766.

## Done.

## Starting the fast-forward, 0 variables, crit = 64.99, MSE = 1.067.

## Variable 2 added with crit = 56.63, MSE = 1.056.

## Variable 3 added with crit = 51.02, MSE = 1.048.

## Variable 4 added with crit = 36.6, MSE = 1.031.

## Variable 5 added with crit = 21.67, MSE = 1.014.

## Variable 6 added with crit = 19.33, MSE = 1.009.

## Variable 12 added with crit = 18.22, MSE = 1.006.

## Variable 13 added with crit = 15.7, MSE = 1.002.

## Variable 17 added with crit = 11.13, MSE = 0.995.

## Variable 23 added with crit = 10.66, MSE = 0.993.

## Variable 25 added with crit = 8.96, MSE = 0.989.

## Variable 37 added with crit = 8.54, MSE = 0.987.

## Variable 39 added with crit = 5.66, MSE = 0.982.

## Variable 53 added with crit = 4, MSE = 0.978.

## Variable 61 added with crit = -2.5, MSE = 0.97.

## Variable 73 added with crit = -3.4, MSE = 0.967.

## Variable 74 added with crit = -11.1, MSE = 0.958.

## Variable 86 added with crit = -13.84, MSE = 0.953.

## Variable 89 added with crit = -18.12, MSE = 0.947.

## Variable 98 added with crit = -18.73, MSE = 0.945.

## Variable 117 added with crit = -18.91, MSE = 0.943.

## Variable 118 added with crit = -19.08, MSE = 0.941.

## Variable 131 added with crit = -19.37, MSE = 0.939.

## Variable 138 added with crit = -21.92, MSE = 0.934.

## Variable 140 added with crit = -22.31, MSE = 0.932.

## Variable 146 added with crit = -22.66, MSE = 0.93.

## Variable 147 added with crit = -24.4, MSE = 0.926.

## Variable 150 added with crit = -24.42, MSE = 0.925.

## Variable 158 added with crit = -25.54, MSE = 0.922.

## Variable 169 added with crit = -26.26, MSE = 0.919.

## Variable 174 added with crit = -30.13, MSE = 0.914.

## Variable 184 added with crit = -32.65, MSE = 0.91.

## Variable 206 added with crit = -37.44, MSE = 0.904.

## Variable 208 added with crit = -41.06, MSE = 0.898.

## Variable 209 added with crit = -41.96, MSE = 0.896.

## Variable 212 added with crit = -46.63, MSE = 0.89.

## Variable 215 added with crit = -48.52, MSE = 0.886.

## Variable 216 added with crit = -52.03, MSE = 0.882.

## Variable 222 added with crit = -53.84, MSE = 0.878.

## Variable 223 added with crit = -54.12, MSE = 0.876.

## Variable 228 added with crit = -55.11, MSE = 0.874.

## Variable 231 added with crit = -59.89, MSE = 0.868.

## Variable 233 added with crit = -61.42, MSE = 0.865.

## Variable 253 added with crit = -61.48, MSE = 0.863.

## Variable 255 added with crit = -63.27, MSE = 0.86.

## Variable 258 added with crit = -64.61, MSE = 0.857.

## Variable 259 added with crit = -75.22, MSE = 0.846.

## Variable 273 added with crit = -75.7, MSE = 0.844.

## Variable 297 added with crit = -76.07, MSE = 0.842.

## Variable 301 added with crit = -76.16, MSE = 0.84.

## Variable 302 added with crit = -77.93, MSE = 0.837.

## Variable 307 added with crit = -78.13, MSE = 0.835.

## Variable 318 added with crit = -78.69, MSE = 0.833.

## Variable 326 added with crit = -83.16, MSE = 0.828.

## Variable 331 added with crit = -83.27, MSE = 0.826.

## Variable 333 added with crit = -83.52, MSE = 0.824.

## Variable 336 added with crit = -87.16, MSE = 0.819.

## Variable 338 added with crit = -93.54, MSE = 0.813.

## Variable 341 added with crit = -99.01, MSE = 0.807.

## Variable 349 added with crit = -99.82, MSE = 0.804.

## Variable 359 added with crit = -101.24, MSE = 0.802.

## Variable 369 added with crit = -102.41, MSE = 0.799.

## Variable 370 added with crit = -103.21, MSE = 0.797.

## Variable 379 added with crit = -103.49, MSE = 0.795.

## Variable 383 added with crit = -106.12, MSE = 0.791.

## Variable 384 added with crit = -107.72, MSE = 0.788.

## Variable 385 added with crit = -108.42, MSE = 0.786.

## Variable 397 added with crit = -108.55, MSE = 0.785.

## Variable 405 added with crit = -110.07, MSE = 0.782.

## Variable 407 added with crit = -110.14, MSE = 0.78.

## Variable 414 added with crit = -110.84, MSE = 0.778.

## Done.

## Starting the fast-forward, 0 variables, crit = 1020.14, MSE = 1.02.

## Variable 2 added with crit = 1012.24, MSE = 1.01.

## Variable 3 added with crit = 1001.77, MSE = 0.998.

## Variable 4 added with crit = 989.87, MSE = 0.984.

## Variable 5 added with crit = 984.5, MSE = 0.977.

## Variable 6 added with crit = 959.82, MSE = 0.95.

## Variable 9 added with crit = 956.22, MSE = 0.944.

## Variable 20 added with crit = 953.35, MSE = 0.939.

## Variable 25 added with crit = 952.79, MSE = 0.937.

## Variable 26 added with crit = 952.43, MSE = 0.934.

## Variable 32 added with crit = 952.25, MSE = 0.932.

## Variable 33 added with crit = 948.79, MSE = 0.927.

## Variable 39 added with crit = 948.31, MSE = 0.924.

## Variable 47 added with crit = 947.73, MSE = 0.922.

## Variable 49 added with crit = 947.25, MSE = 0.919.

## Variable 61 added with crit = 946.37, MSE = 0.916.

## Variable 70 added with crit = 946.26, MSE = 0.914.

## Variable 75 added with crit = 945.87, MSE = 0.912.

## Variable 86 added with crit = 945.64, MSE = 0.91.

## Variable 94 added with crit = 943.48, MSE = 0.905.

## Variable 107 added with crit = 942.41, MSE = 0.902.

## Variable 114 added with crit = 940.83, MSE = 0.899.

## Variable 120 added with crit = 937.36, MSE = 0.893.

## Variable 126 added with crit = 937.11, MSE = 0.891.

## Variable 132 added with crit = 936.49, MSE = 0.888.

## Variable 145 added with crit = 935.85, MSE = 0.886.

## Variable 147 added with crit = 935.34, MSE = 0.883.

## Variable 151 added with crit = 934.32, MSE = 0.88.

## Variable 163 added with crit = 933.82, MSE = 0.878.

## Variable 172 added with crit = 932.99, MSE = 0.875.

## Variable 193 added with crit = 931.57, MSE = 0.872.

## Variable 204 added with crit = 930.95, MSE = 0.869.

## Variable 217 added with crit = 930.5, MSE = 0.867.

## Variable 230 added with crit = 930.12, MSE = 0.864.

## Variable 231 added with crit = 929.92, MSE = 0.862.

## Variable 236 added with crit = 929.89, MSE = 0.86.

## Variable 239 added with crit = 929.07, MSE = 0.857.

## Variable 252 added with crit = 928.73, MSE = 0.855.

## Variable 257 added with crit = 928.7, MSE = 0.853.

## Variable 264 added with crit = 927.95, MSE = 0.85.

## Variable 275 added with crit = 927.03, MSE = 0.847.

## Variable 276 added with crit = 927.02, MSE = 0.845.

## Variable 291 added with crit = 922.58, MSE = 0.839.

## Variable 305 added with crit = 921.78, MSE = 0.836.

## Variable 311 added with crit = 921.64, MSE = 0.834.

## Variable 322 added with crit = 921.03, MSE = 0.831.

## Variable 332 added with crit = 920.78, MSE = 0.829.

## Variable 350 added with crit = 919.46, MSE = 0.825.

## Variable 352 added with crit = 918.82, MSE = 0.823.

## Variable 356 added with crit = 917.23, MSE = 0.819.

## Variable 361 added with crit = 912.66, MSE = 0.813.

## Variable 367 added with crit = 911.28, MSE = 0.809.

## Variable 377 added with crit = 909.78, MSE = 0.806.

## Variable 379 added with crit = 909.54, MSE = 0.804.

## Variable 393 added with crit = 907.49, MSE = 0.799.

## Variable 396 added with crit = 906.97, MSE = 0.797.

## Variable 398 added with crit = 905.96, MSE = 0.794.

## Variable 400 added with crit = 905.81, MSE = 0.792.

## Variable 413 added with crit = 904.61, MSE = 0.789.

## Variable 430 added with crit = 904.22, MSE = 0.786.

## Variable 437 added with crit = 903.85, MSE = 0.784.

## Variable 445 added with crit = 901.6, MSE = 0.78.

## Variable 455 added with crit = 899.14, MSE = 0.775.

## Variable 458 added with crit = 897.74, MSE = 0.772.

## Variable 459 added with crit = 897.4, MSE = 0.769.

## Variable 475 added with crit = 896.13, MSE = 0.766.

## Variable 477 added with crit = 894.01, MSE = 0.762.

## Variable 481 added with crit = 892.98, MSE = 0.759.

## Variable 492 added with crit = 890.21, MSE = 0.754.

## Variable 516 added with crit = 889.85, MSE = 0.752.

## Variable 521 added with crit = 886.39, MSE = 0.746.

## Done.

## Starting the fast-forward, 0 variables, crit = 19.94, MSE = 1.02.

## Variable 2 added with crit = 12.19, MSE = 1.01.

## Variable 3 added with crit = 1.77, MSE = 0.998.

## Variable 4 added with crit = -10.26, MSE = 0.984.

## Variable 5 added with crit = -15.78, MSE = 0.977.

## Variable 6 added with crit = -41.48, MSE = 0.95.

## Variable 9 added with crit = -45.4, MSE = 0.944.

## Variable 20 added with crit = -48.57, MSE = 0.939.

## Variable 25 added with crit = -49.29, MSE = 0.937.

## Variable 26 added with crit = -49.82, MSE = 0.934.

## Variable 32 added with crit = -50.16, MSE = 0.932.

## Variable 33 added with crit = -54.03, MSE = 0.927.

## Variable 39 added with crit = -54.71, MSE = 0.924.

## Variable 47 added with crit = -55.5, MSE = 0.922.

## Variable 49 added with crit = -56.19, MSE = 0.919.

## Variable 61 added with crit = -57.34, MSE = 0.916.

## Variable 70 added with crit = -57.64, MSE = 0.914.

## Variable 75 added with crit = -58.25, MSE = 0.912.

## Variable 86 added with crit = -58.71, MSE = 0.91.

## Variable 94 added with crit = -61.29, MSE = 0.905.

## Variable 107 added with crit = -62.68, MSE = 0.902.

## Variable 114 added with crit = -64.66, MSE = 0.899.

## Variable 120 added with crit = -68.77, MSE = 0.893.

## Variable 126 added with crit = -69.29, MSE = 0.891.

## Variable 132 added with crit = -70.23, MSE = 0.888.

## Variable 139 added with crit = -70.28, MSE = 0.887.

## Variable 145 added with crit = -71.19, MSE = 0.884.

## Variable 147 added with crit = -72.1, MSE = 0.882.

## Variable 151 added with crit = -73.93, MSE = 0.878.

## Variable 163 added with crit = -74.63, MSE = 0.876.

## Variable 171 added with crit = -74.67, MSE = 0.874.

## Variable 172 added with crit = -76.45, MSE = 0.871.

## Variable 180 added with crit = -76.6, MSE = 0.869.

## Variable 193 added with crit = -78.67, MSE = 0.865.

## Variable 194 added with crit = -78.86, MSE = 0.863.

## Variable 195 added with crit = -79.01, MSE = 0.862.

## Variable 197 added with crit = -79.1, MSE = 0.86.

## Variable 198 added with crit = -79.56, MSE = 0.858.

## Variable 204 added with crit = -80.17, MSE = 0.855.

## Variable 213 added with crit = -80.37, MSE = 0.854.

## Variable 216 added with crit = -80.61, MSE = 0.852.

## Variable 217 added with crit = -81.52, MSE = 0.849.

## Variable 219 added with crit = -81.56, MSE = 0.847.

## Variable 230 added with crit = -82.31, MSE = 0.845.

## Variable 231 added with crit = -84.24, MSE = 0.842.

## Variable 236 added with crit = -85.13, MSE = 0.839.

## Variable 239 added with crit = -87.51, MSE = 0.836.

## Variable 252 added with crit = -88.77, MSE = 0.833.

## Variable 257 added with crit = -88.99, MSE = 0.831.

## Variable 264 added with crit = -90.15, MSE = 0.828.

## Variable 270 added with crit = -90.4, MSE = 0.827.

## Variable 275 added with crit = -91.08, MSE = 0.824.

## Variable 276 added with crit = -91.31, MSE = 0.823.

## Variable 291 added with crit = -97.45, MSE = 0.816.

## Variable 299 added with crit = -97.53, MSE = 0.814.

## Variable 305 added with crit = -99.04, MSE = 0.811.

## Variable 310 added with crit = -99.12, MSE = 0.81.

## Variable 311 added with crit = -100.28, MSE = 0.807.

## Variable 322 added with crit = -101.98, MSE = 0.804.

## Variable 329 added with crit = -102.13, MSE = 0.802.

## Variable 333 added with crit = -102.33, MSE = 0.801.

## Variable 341 added with crit = -102.96, MSE = 0.799.

## Variable 350 added with crit = -104.51, MSE = 0.796.

## Variable 352 added with crit = -104.94, MSE = 0.794.

## Variable 356 added with crit = -107.36, MSE = 0.79.

## Variable 361 added with crit = -114.06, MSE = 0.783.

## Variable 367 added with crit = -115.48, MSE = 0.781.

## Variable 377 added with crit = -118.45, MSE = 0.777.

## Variable 379 added with crit = -118.78, MSE = 0.775.

## Variable 390 added with crit = -119.4, MSE = 0.773.

## Variable 391 added with crit = -121.12, MSE = 0.77.

## Done.

## Starting the fast-forward, 0 variables, crit = 981.77, MSE = 0.982.

## Variable 2 added with crit = 971.16, MSE = 0.969.

## Variable 3 added with crit = 964.09, MSE = 0.96.

## Variable 4 added with crit = 956.83, MSE = 0.951.

## Variable 5 added with crit = 954.76, MSE = 0.947.

## Variable 6 added with crit = 943.45, MSE = 0.933.

## Variable 17 added with crit = 941.94, MSE = 0.93.

## Variable 24 added with crit = 941.2, MSE = 0.927.

## Variable 27 added with crit = 940.75, MSE = 0.925.

## Variable 29 added with crit = 939.79, MSE = 0.922.

## Variable 31 added with crit = 936.86, MSE = 0.917.

## Variable 33 added with crit = 935.06, MSE = 0.913.

## Variable 40 added with crit = 933.9, MSE = 0.91.

## Variable 42 added with crit = 932.85, MSE = 0.907.

## Variable 59 added with crit = 931.64, MSE = 0.904.

## Variable 60 added with crit = 931.29, MSE = 0.901.

## Variable 67 added with crit = 931.12, MSE = 0.899.

## Variable 69 added with crit = 930.53, MSE = 0.897.

## Variable 74 added with crit = 928.54, MSE = 0.893.

## Variable 77 added with crit = 925.62, MSE = 0.888.

## Variable 84 added with crit = 924.42, MSE = 0.884.

## Variable 85 added with crit = 923.46, MSE = 0.881.

## Variable 91 added with crit = 923.22, MSE = 0.879.

## Variable 92 added with crit = 919.73, MSE = 0.874.

## Variable 95 added with crit = 916.83, MSE = 0.869.

## Variable 98 added with crit = 915.88, MSE = 0.866.

## Variable 114 added with crit = 915.26, MSE = 0.863.

## Variable 142 added with crit = 914.67, MSE = 0.861.

## Variable 157 added with crit = 914.34, MSE = 0.858.

## Variable 172 added with crit = 913.76, MSE = 0.856.

## Variable 173 added with crit = 913.61, MSE = 0.854.

## Variable 182 added with crit = 913.15, MSE = 0.851.

## Variable 187 added with crit = 913.02, MSE = 0.849.

## Variable 194 added with crit = 911.72, MSE = 0.846.

## Variable 203 added with crit = 910.87, MSE = 0.843.

## Variable 214 added with crit = 910.71, MSE = 0.841.

## Variable 219 added with crit = 909.63, MSE = 0.838.

## Variable 221 added with crit = 909.13, MSE = 0.835.

## Variable 231 added with crit = 908.6, MSE = 0.833.

## Variable 236 added with crit = 907.66, MSE = 0.83.

## Variable 239 added with crit = 904.23, MSE = 0.824.

## Variable 244 added with crit = 902.37, MSE = 0.82.

## Variable 256 added with crit = 902.06, MSE = 0.818.

## Variable 267 added with crit = 901.19, MSE = 0.815.

## Variable 268 added with crit = 898.91, MSE = 0.811.

## Variable 282 added with crit = 897.57, MSE = 0.808.

## Variable 288 added with crit = 897.5, MSE = 0.806.

## Variable 291 added with crit = 895, MSE = 0.801.

## Variable 297 added with crit = 891.8, MSE = 0.796.

## Variable 308 added with crit = 891.19, MSE = 0.793.

## Variable 316 added with crit = 888.38, MSE = 0.788.

## Variable 319 added with crit = 885.8, MSE = 0.784.

## Variable 331 added with crit = 885.58, MSE = 0.782.

## Variable 334 added with crit = 884.93, MSE = 0.779.

## Variable 339 added with crit = 884.34, MSE = 0.776.

## Variable 348 added with crit = 883.24, MSE = 0.773.

## Variable 351 added with crit = 882.99, MSE = 0.771.

## Variable 358 added with crit = 882.8, MSE = 0.769.

## Variable 360 added with crit = 881.6, MSE = 0.766.

## Variable 363 added with crit = 880.45, MSE = 0.762.

## Variable 365 added with crit = 880.32, MSE = 0.76.

## Variable 384 added with crit = 879.82, MSE = 0.758.

## Variable 389 added with crit = 879.44, MSE = 0.755.

## Variable 395 added with crit = 876.18, MSE = 0.75.

## Variable 397 added with crit = 875.84, MSE = 0.748.

## Variable 404 added with crit = 875.22, MSE = 0.745.

## Variable 405 added with crit = 873.88, MSE = 0.742.

## Variable 416 added with crit = 870.08, MSE = 0.736.

## Variable 421 added with crit = 867.11, MSE = 0.731.

## Variable 426 added with crit = 866.95, MSE = 0.729.

## Variable 428 added with crit = 866.6, MSE = 0.727.

## Done.

## Starting the fast-forward, 0 variables, crit = -18.39, MSE = 0.982.

## Variable 2 added with crit = -29.32, MSE = 0.969.

## Variable 3 added with crit = -36.72, MSE = 0.96.

## Variable 4 added with crit = -44.42, MSE = 0.951.

## Variable 5 added with crit = -46.71, MSE = 0.947.

## Variable 6 added with crit = -58.86, MSE = 0.933.

## Variable 17 added with crit = -60.63, MSE = 0.93.

## Variable 24 added with crit = -61.59, MSE = 0.927.

## Variable 27 added with crit = -62.23, MSE = 0.925.

## Variable 29 added with crit = -63.44, MSE = 0.922.

## Variable 31 added with crit = -66.8, MSE = 0.917.

## Variable 33 added with crit = -68.96, MSE = 0.913.

## Variable 40 added with crit = -70.42, MSE = 0.91.

## Variable 42 added with crit = -71.78, MSE = 0.907.

## Variable 59 added with crit = -73.33, MSE = 0.904.

## Variable 60 added with crit = -73.93, MSE = 0.901.

## Variable 67 added with crit = -74.34, MSE = 0.899.

## Variable 69 added with crit = -75.22, MSE = 0.897.

## Variable 74 added with crit = -77.69, MSE = 0.893.

## Variable 77 added with crit = -81.22, MSE = 0.888.

## Variable 84 added with crit = -82.82, MSE = 0.884.

## Variable 85 added with crit = -84.17, MSE = 0.881.

## Variable 91 added with crit = -84.71, MSE = 0.879.

## Variable 92 added with crit = -88.99, MSE = 0.874.

## Variable 95 added with crit = -92.61, MSE = 0.869.

## Variable 98 added with crit = -94.01, MSE = 0.866.

## Variable 112 added with crit = -94.04, MSE = 0.864.

## Variable 113 added with crit = -94.5, MSE = 0.862.

## Variable 114 added with crit = -95.56, MSE = 0.859.

## Variable 142 added with crit = -96.36, MSE = 0.857.

## Variable 157 added with crit = -97.06, MSE = 0.855.

## Variable 172 added with crit = -98.01, MSE = 0.852.

## Variable 173 added with crit = -98.34, MSE = 0.85.

## Variable 182 added with crit = -99.62, MSE = 0.847.

## Variable 187 added with crit = -100.11, MSE = 0.845.

## Variable 193 added with crit = -100.65, MSE = 0.843.

## Variable 194 added with crit = -102.83, MSE = 0.84.

## Variable 203 added with crit = -104.02, MSE = 0.837.

## Variable 210 added with crit = -104.6, MSE = 0.835.

## Variable 214 added with crit = -105.21, MSE = 0.833.

## Variable 219 added with crit = -107.09, MSE = 0.829.

## Variable 221 added with crit = -108.21, MSE = 0.827.

## Variable 231 added with crit = -109.67, MSE = 0.824.

## Variable 236 added with crit = -112.39, MSE = 0.82.

## Variable 238 added with crit = -112.42, MSE = 0.818.

## Variable 239 added with crit = -117.06, MSE = 0.813.

## Variable 244 added with crit = -119.88, MSE = 0.809.

## Variable 256 added with crit = -120.19, MSE = 0.807.

## Variable 267 added with crit = -121.64, MSE = 0.804.

## Variable 268 added with crit = -124.45, MSE = 0.801.

## Variable 273 added with crit = -125.22, MSE = 0.798.

## Variable 277 added with crit = -125.85, MSE = 0.796.

## Variable 282 added with crit = -127.99, MSE = 0.793.

## Variable 288 added with crit = -129.48, MSE = 0.79.

## Variable 291 added with crit = -131.25, MSE = 0.787.

## Variable 297 added with crit = -135.45, MSE = 0.782.

## Variable 308 added with crit = -137.01, MSE = 0.78.

## Variable 316 added with crit = -141.94, MSE = 0.774.

## Variable 319 added with crit = -146.15, MSE = 0.769.

## Variable 331 added with crit = -147.27, MSE = 0.767.

## Variable 334 added with crit = -149.14, MSE = 0.764.

## Variable 339 added with crit = -150.96, MSE = 0.761.

## Variable 341 added with crit = -151.07, MSE = 0.76.

## Variable 348 added with crit = -152.54, MSE = 0.757.

## Variable 351 added with crit = -153.79, MSE = 0.754.

## Variable 358 added with crit = -155.36, MSE = 0.752.

## Variable 360 added with crit = -157.38, MSE = 0.749.

## Variable 363 added with crit = -158.49, MSE = 0.746.

## Variable 365 added with crit = -159.28, MSE = 0.744.

## Variable 384 added with crit = -161.75, MSE = 0.741.

## Variable 389 added with crit = -162.59, MSE = 0.739.

## Done.

## Starting the fast-forward, 0 variables, crit = 1085.54, MSE = 1.086.

## Variable 2 added with crit = 1068.88, MSE = 1.067.

## Variable 3 added with crit = 1060.81, MSE = 1.057.

## Variable 4 added with crit = 1043.72, MSE = 1.038.

## Variable 5 added with crit = 1039.2, MSE = 1.031.

## Variable 6 added with crit = 1029.05, MSE = 1.019.

## Variable 7 added with crit = 1028.99, MSE = 1.017.

## Variable 17 added with crit = 1026.71, MSE = 1.013.

## Variable 26 added with crit = 1024, MSE = 1.008.

## Variable 49 added with crit = 1023.77, MSE = 1.006.

## Variable 52 added with crit = 1021.84, MSE = 1.002.

## Variable 55 added with crit = 1021, MSE = 0.999.

## Variable 57 added with crit = 1019.84, MSE = 0.996.

## Variable 75 added with crit = 1018.18, MSE = 0.992.

## Variable 76 added with crit = 1016.98, MSE = 0.989.

## Variable 78 added with crit = 1015.5, MSE = 0.985.

## Variable 81 added with crit = 1013.74, MSE = 0.982.

## Variable 85 added with crit = 1013.73, MSE = 0.98.

## Variable 89 added with crit = 1012.5, MSE = 0.976.

## Variable 93 added with crit = 1009.05, MSE = 0.971.

## Variable 98 added with crit = 1005.41, MSE = 0.965.

## Variable 109 added with crit = 1005.24, MSE = 0.963.

## Variable 114 added with crit = 1004.08, MSE = 0.96.

## Variable 116 added with crit = 1003.7, MSE = 0.958.

## Variable 117 added with crit = 1000.5, MSE = 0.952.

## Variable 121 added with crit = 998.38, MSE = 0.948.

## Variable 122 added with crit = 998.19, MSE = 0.946.

## Variable 125 added with crit = 997.2, MSE = 0.943.

## Variable 130 added with crit = 996.28, MSE = 0.94.

## Variable 134 added with crit = 996.2, MSE = 0.938.

## Variable 139 added with crit = 993.35, MSE = 0.933.

## Variable 143 added with crit = 992.79, MSE = 0.931.

## Variable 159 added with crit = 991.15, MSE = 0.927.

## Variable 192 added with crit = 988.75, MSE = 0.923.

## Variable 193 added with crit = 988.59, MSE = 0.921.

## Variable 209 added with crit = 985.08, MSE = 0.915.

## Variable 214 added with crit = 980.01, MSE = 0.908.

## Variable 228 added with crit = 978.56, MSE = 0.905.

## Variable 253 added with crit = 978.38, MSE = 0.902.

## Variable 264 added with crit = 975.02, MSE = 0.897.

## Variable 265 added with crit = 973.79, MSE = 0.894.

## Variable 288 added with crit = 973.16, MSE = 0.891.

## Variable 291 added with crit = 972.77, MSE = 0.889.

## Variable 293 added with crit = 972.55, MSE = 0.887.

## Variable 302 added with crit = 972.02, MSE = 0.884.

## Variable 308 added with crit = 971.55, MSE = 0.882.

## Variable 314 added with crit = 971.23, MSE = 0.879.

## Variable 316 added with crit = 970.76, MSE = 0.877.

## Variable 318 added with crit = 969.87, MSE = 0.874.

## Variable 323 added with crit = 969.09, MSE = 0.871.

## Variable 326 added with crit = 968.7, MSE = 0.869.

## Variable 329 added with crit = 967.23, MSE = 0.865.

## Variable 331 added with crit = 967.19, MSE = 0.863.

## Variable 352 added with crit = 964.4, MSE = 0.858.

## Variable 355 added with crit = 963.68, MSE = 0.856.

## Variable 366 added with crit = 963.53, MSE = 0.854.

## Variable 368 added with crit = 962.54, MSE = 0.851.

## Variable 369 added with crit = 962.35, MSE = 0.848.

## Variable 373 added with crit = 962.24, MSE = 0.846.

## Variable 378 added with crit = 961.83, MSE = 0.844.

## Variable 382 added with crit = 961.77, MSE = 0.842.

## Variable 386 added with crit = 961.38, MSE = 0.839.

## Variable 393 added with crit = 959.17, MSE = 0.835.

## Variable 405 added with crit = 959.09, MSE = 0.833.

## Variable 407 added with crit = 956.13, MSE = 0.828.

## Variable 408 added with crit = 953.41, MSE = 0.823.

## Variable 410 added with crit = 952.83, MSE = 0.821.

## Variable 414 added with crit = 952.47, MSE = 0.818.

## Variable 415 added with crit = 950.3, MSE = 0.814.

## Variable 419 added with crit = 946.47, MSE = 0.808.

## Variable 422 added with crit = 945.52, MSE = 0.806.

## Done.

## Starting the fast-forward, 0 variables, crit = 82.07, MSE = 1.086.

## Variable 2 added with crit = 66.74, MSE = 1.067.

## Variable 3 added with crit = 59.26, MSE = 1.057.

## Variable 4 added with crit = 43.03, MSE = 1.038.

## Variable 5 added with crit = 38.72, MSE = 1.031.

## Variable 6 added with crit = 28.87, MSE = 1.019.

## Variable 7 added with crit = 28.85, MSE = 1.017.

## Variable 17 added with crit = 26.63, MSE = 1.013.

## Variable 26 added with crit = 23.97, MSE = 1.008.

## Variable 49 added with crit = 23.76, MSE = 1.006.

## Variable 52 added with crit = 21.83, MSE = 1.002.

## Variable 55 added with crit = 21, MSE = 0.999.

## Variable 57 added with crit = 19.83, MSE = 0.996.

## Variable 75 added with crit = 18.15, MSE = 0.992.

## Variable 76 added with crit = 16.92, MSE = 0.989.

## Variable 78 added with crit = 15.39, MSE = 0.985.

## Variable 81 added with crit = 13.58, MSE = 0.982.

## Variable 85 added with crit = 13.52, MSE = 0.98.

## Variable 89 added with crit = 12.21, MSE = 0.976.

## Variable 93 added with crit = 8.62, MSE = 0.971.

## Variable 98 added with crit = 4.8, MSE = 0.965.

## Variable 102 added with crit = 4.73, MSE = 0.963.

## Variable 109 added with crit = 4.2, MSE = 0.961.

## Variable 114 added with crit = 2.69, MSE = 0.958.

## Variable 116 added with crit = 2.41, MSE = 0.955.

## Variable 117 added with crit = -0.99, MSE = 0.95.

## Variable 121 added with crit = -3.43, MSE = 0.946.

## Variable 122 added with crit = -3.75, MSE = 0.944.

## Variable 125 added with crit = -5.21, MSE = 0.941.

## Variable 130 added with crit = -6.24, MSE = 0.938.

## Variable 134 added with crit = -6.51, MSE = 0.936.

## Variable 139 added with crit = -9.74, MSE = 0.931.

## Variable 143 added with crit = -10.45, MSE = 0.928.

## Variable 159 added with crit = -12.25, MSE = 0.925.

## Variable 178 added with crit = -12.55, MSE = 0.923.

## Variable 179 added with crit = -12.97, MSE = 0.92.

## Variable 192 added with crit = -15.62, MSE = 0.916.

## Variable 193 added with crit = -15.63, MSE = 0.914.

## Variable 209 added with crit = -19.41, MSE = 0.909.

## Variable 214 added with crit = -24.8, MSE = 0.902.

## Variable 228 added with crit = -27.01, MSE = 0.899.

## Variable 253 added with crit = -27.58, MSE = 0.896.

## Variable 264 added with crit = -32.09, MSE = 0.89.

## Variable 265 added with crit = -33.83, MSE = 0.887.

## Variable 288 added with crit = -34.37, MSE = 0.885.

## Variable 291 added with crit = -34.45, MSE = 0.883.

## Variable 293 added with crit = -35.35, MSE = 0.88.

## Variable 301 added with crit = -35.41, MSE = 0.879.

## Variable 302 added with crit = -36.14, MSE = 0.876.

## Variable 308 added with crit = -37.25, MSE = 0.874.

## Variable 314 added with crit = -38.46, MSE = 0.871.

## Variable 316 added with crit = -39.5, MSE = 0.868.

## Variable 318 added with crit = -41.65, MSE = 0.864.

## Variable 323 added with crit = -43.06, MSE = 0.862.

## Variable 326 added with crit = -43.93, MSE = 0.859.

## Variable 329 added with crit = -45.96, MSE = 0.856.

## Variable 331 added with crit = -46.17, MSE = 0.854.

## Variable 333 added with crit = -46.72, MSE = 0.852.

## Variable 352 added with crit = -49.98, MSE = 0.847.

## Variable 355 added with crit = -51.28, MSE = 0.844.

## Variable 366 added with crit = -52.06, MSE = 0.842.

## Variable 368 added with crit = -53.4, MSE = 0.839.

## Variable 369 added with crit = -54.04, MSE = 0.837.

## Variable 373 added with crit = -54.09, MSE = 0.835.

## Variable 378 added with crit = -54.62, MSE = 0.833.

## Variable 383 added with crit = -54.83, MSE = 0.831.

## Variable 386 added with crit = -55.93, MSE = 0.829.

## Variable 393 added with crit = -58.05, MSE = 0.825.

## Variable 405 added with crit = -58.72, MSE = 0.823.

## Variable 407 added with crit = -62.39, MSE = 0.818.

## Variable 408 added with crit = -65.55, MSE = 0.814.

## Done.

## Starting the fast-forward, 0 variables, crit = 1039.73, MSE = 1.04.

## Variable 2 added with crit = 1022.25, MSE = 1.02.

## Variable 3 added with crit = 1011.46, MSE = 1.007.

## Variable 5 added with crit = 1002.79, MSE = 0.997.

## Variable 6 added with crit = 993.62, MSE = 0.986.

## Variable 9 added with crit = 992.59, MSE = 0.983.

## Variable 12 added with crit = 991.68, MSE = 0.98.

## Variable 24 added with crit = 989.02, MSE = 0.975.

## Variable 28 added with crit = 987.78, MSE = 0.972.

## Variable 32 added with crit = 986.82, MSE = 0.969.

## Variable 34 added with crit = 986.73, MSE = 0.967.

## Variable 38 added with crit = 986.69, MSE = 0.965.

## Variable 39 added with crit = 984.29, MSE = 0.96.

## Variable 43 added with crit = 983.42, MSE = 0.957.

## Variable 47 added with crit = 982.25, MSE = 0.954.

## Variable 57 added with crit = 978.43, MSE = 0.948.

## Variable 71 added with crit = 977.08, MSE = 0.945.

## Variable 83 added with crit = 976.4, MSE = 0.942.

## Variable 95 added with crit = 972.78, MSE = 0.937.

## Variable 96 added with crit = 972.48, MSE = 0.934.

## Variable 101 added with crit = 971, MSE = 0.931.

## Variable 103 added with crit = 968.71, MSE = 0.927.

## Variable 109 added with crit = 967.51, MSE = 0.924.

## Variable 110 added with crit = 964.5, MSE = 0.918.

## Variable 122 added with crit = 964, MSE = 0.916.

## Variable 126 added with crit = 963.52, MSE = 0.914.

## Variable 131 added with crit = 961.36, MSE = 0.909.

## Variable 132 added with crit = 955.47, MSE = 0.901.

## Variable 133 added with crit = 954.8, MSE = 0.899.

## Variable 146 added with crit = 954.38, MSE = 0.896.

## Variable 150 added with crit = 953.54, MSE = 0.894.

## Variable 152 added with crit = 953.08, MSE = 0.891.

## Variable 158 added with crit = 952.14, MSE = 0.888.

## Variable 167 added with crit = 951.56, MSE = 0.886.

## Variable 170 added with crit = 950.06, MSE = 0.882.

## Variable 186 added with crit = 949.34, MSE = 0.879.

## Variable 189 added with crit = 945.92, MSE = 0.874.

## Variable 193 added with crit = 944.14, MSE = 0.87.

## Variable 203 added with crit = 942.42, MSE = 0.866.

## Variable 208 added with crit = 939.52, MSE = 0.862.

## Variable 213 added with crit = 938.12, MSE = 0.858.

## Variable 226 added with crit = 937.59, MSE = 0.856.

## Variable 233 added with crit = 937.57, MSE = 0.854.

## Variable 236 added with crit = 935.65, MSE = 0.85.

## Variable 250 added with crit = 934.37, MSE = 0.846.

## Variable 257 added with crit = 932.63, MSE = 0.843.

## Variable 264 added with crit = 930.42, MSE = 0.838.

## Variable 268 added with crit = 928.63, MSE = 0.835.

## Variable 270 added with crit = 927.33, MSE = 0.831.

## Variable 276 added with crit = 926.67, MSE = 0.829.

## Variable 279 added with crit = 926.58, MSE = 0.827.

## Variable 306 added with crit = 925.66, MSE = 0.824.

## Variable 322 added with crit = 925.04, MSE = 0.821.

## Variable 333 added with crit = 918.17, MSE = 0.812.

## Variable 337 added with crit = 916.26, MSE = 0.808.

## Variable 348 added with crit = 914.28, MSE = 0.804.

## Variable 350 added with crit = 913.79, MSE = 0.802.

## Variable 362 added with crit = 908.82, MSE = 0.795.

## Variable 364 added with crit = 907.96, MSE = 0.792.

## Variable 366 added with crit = 907.75, MSE = 0.79.

## Variable 379 added with crit = 906.68, MSE = 0.787.

## Variable 381 added with crit = 906.63, MSE = 0.785.

## Variable 382 added with crit = 906.47, MSE = 0.782.

## Variable 409 added with crit = 906.31, MSE = 0.78.

## Variable 415 added with crit = 905.38, MSE = 0.777.

## Variable 416 added with crit = 904.75, MSE = 0.775.

## Variable 421 added with crit = 899.17, MSE = 0.767.

## Variable 428 added with crit = 898.76, MSE = 0.765.

## Variable 429 added with crit = 897.69, MSE = 0.762.

## Variable 436 added with crit = 896.53, MSE = 0.759.

## Variable 441 added with crit = 893.63, MSE = 0.754.

## Done.

## Starting the fast-forward, 0 variables, crit = 38.97, MSE = 1.04.

## Variable 2 added with crit = 22.05, MSE = 1.02.

## Variable 3 added with crit = 11.44, MSE = 1.007.

## Variable 5 added with crit = 2.78, MSE = 0.997.

## Variable 6 added with crit = -6.49, MSE = 0.986.

## Variable 9 added with crit = -7.56, MSE = 0.983.

## Variable 12 added with crit = -8.53, MSE = 0.98.

## Variable 24 added with crit = -11.3, MSE = 0.975.

## Variable 28 added with crit = -12.63, MSE = 0.972.

## Variable 32 added with crit = -13.68, MSE = 0.969.

## Variable 34 added with crit = -13.83, MSE = 0.967.

## Variable 38 added with crit = -13.95, MSE = 0.965.

## Variable 39 added with crit = -16.52, MSE = 0.96.

## Variable 43 added with crit = -17.51, MSE = 0.957.

## Variable 47 added with crit = -18.83, MSE = 0.954.

## Variable 57 added with crit = -22.95, MSE = 0.948.

## Variable 71 added with crit = -24.49, MSE = 0.945.

## Variable 83 added with crit = -25.33, MSE = 0.942.

## Variable 95 added with crit = -29.31, MSE = 0.937.

## Variable 96 added with crit = -29.76, MSE = 0.934.

## Variable 98 added with crit = -29.88, MSE = 0.933.

## Variable 101 added with crit = -31.93, MSE = 0.929.

## Variable 103 added with crit = -35.04, MSE = 0.924.

## Variable 109 added with crit = -36.78, MSE = 0.921.

## Variable 110 added with crit = -40.65, MSE = 0.915.

## Variable 122 added with crit = -41.03, MSE = 0.913.

## Variable 126 added with crit = -42.1, MSE = 0.91.

## Variable 131 added with crit = -44.71, MSE = 0.906.

## Variable 132 added with crit = -51.37, MSE = 0.898.

## Variable 133 added with crit = -52.38, MSE = 0.895.

## Variable 146 added with crit = -53.06, MSE = 0.893.

## Variable 150 added with crit = -54.13, MSE = 0.89.

## Variable 152 added with crit = -55.08, MSE = 0.888.

## Variable 158 added with crit = -56.53, MSE = 0.885.

## Variable 159 added with crit = -57.11, MSE = 0.882.

## Variable 167 added with crit = -58.22, MSE = 0.88.

## Variable 170 added with crit = -60.55, MSE = 0.876.

## Variable 177 added with crit = -60.59, MSE = 0.874.

## Variable 183 added with crit = -60.65, MSE = 0.872.

## Variable 186 added with crit = -62.13, MSE = 0.869.

## Variable 189 added with crit = -65.96, MSE = 0.864.

## Variable 193 added with crit = -68.59, MSE = 0.86.

## Variable 198 added with crit = -69.4, MSE = 0.858.

## Variable 203 added with crit = -71.69, MSE = 0.854.

## Variable 208 added with crit = -76.02, MSE = 0.849.

## Variable 213 added with crit = -77.62, MSE = 0.846.

## Variable 226 added with crit = -78.15, MSE = 0.844.

## Variable 233 added with crit = -78.86, MSE = 0.841.

## Variable 236 added with crit = -81.32, MSE = 0.838.

## Variable 250 added with crit = -83.04, MSE = 0.834.

## Variable 257 added with crit = -86.01, MSE = 0.83.

## Variable 264 added with crit = -88.93, MSE = 0.826.

## Variable 268 added with crit = -91.08, MSE = 0.823.

## Variable 270 added with crit = -92.81, MSE = 0.82.

## Variable 276 added with crit = -93.5, MSE = 0.818.

## Variable 279 added with crit = -94.85, MSE = 0.815.

## Variable 284 added with crit = -94.86, MSE = 0.813.

## Variable 294 added with crit = -95.19, MSE = 0.811.

## Variable 302 added with crit = -95.38, MSE = 0.809.

## Variable 305 added with crit = -95.77, MSE = 0.808.

## Variable 306 added with crit = -97.83, MSE = 0.804.

## Variable 307 added with crit = -97.9, MSE = 0.803.

## Variable 322 added with crit = -99.08, MSE = 0.8.

## Variable 327 added with crit = -100.13, MSE = 0.798.

## Variable 333 added with crit = -108.54, MSE = 0.789.

## Variable 337 added with crit = -110.02, MSE = 0.787.

## Variable 348 added with crit = -112.76, MSE = 0.783.

## Variable 350 added with crit = -113.82, MSE = 0.781.

## Variable 356 added with crit = -114.05, MSE = 0.779.

## Variable 362 added with crit = -120.73, MSE = 0.772.

## Variable 364 added with crit = -121, MSE = 0.77.

## Done.

## Starting the fast-forward, 0 variables, crit = 1118.33, MSE = 1.118.

## Variable 2 added with crit = 1095.81, MSE = 1.094.

## Variable 4 added with crit = 1091.89, MSE = 1.088.

## Variable 5 added with crit = 1071.4, MSE = 1.065.

## Variable 6 added with crit = 1055.18, MSE = 1.047.

## Variable 19 added with crit = 1054.59, MSE = 1.045.

## Variable 27 added with crit = 1053.97, MSE = 1.042.

## Variable 28 added with crit = 1052.54, MSE = 1.039.

## Variable 41 added with crit = 1052.14, MSE = 1.036.

## Variable 46 added with crit = 1051.54, MSE = 1.034.

## Variable 60 added with crit = 1048.81, MSE = 1.029.

## Variable 68 added with crit = 1048.33, MSE = 1.026.

## Variable 77 added with crit = 1047.08, MSE = 1.023.

## Variable 81 added with crit = 1046.53, MSE = 1.021.

## Variable 93 added with crit = 1046.39, MSE = 1.018.

## Variable 106 added with crit = 1045.83, MSE = 1.016.

## Variable 112 added with crit = 1044, MSE = 1.012.

## Variable 117 added with crit = 1039.73, MSE = 1.006.

## Variable 127 added with crit = 1037.74, MSE = 1.002.

## Variable 128 added with crit = 1037.6, MSE = 1.

## Variable 155 added with crit = 1034.65, MSE = 0.995.

## Variable 159 added with crit = 1034.18, MSE = 0.992.

## Variable 164 added with crit = 1033.85, MSE = 0.99.

## Variable 170 added with crit = 1032.34, MSE = 0.986.

## Variable 178 added with crit = 1032.32, MSE = 0.984.

## Variable 185 added with crit = 1032.07, MSE = 0.982.

## Variable 186 added with crit = 1031.09, MSE = 0.979.

## Variable 190 added with crit = 1028.88, MSE = 0.975.

## Variable 197 added with crit = 1028.7, MSE = 0.973.

## Variable 208 added with crit = 1027.57, MSE = 0.97.

## Variable 213 added with crit = 1027.12, MSE = 0.967.

## Variable 216 added with crit = 1024.95, MSE = 0.963.

## Variable 226 added with crit = 1024.25, MSE = 0.96.

## Variable 246 added with crit = 1023.86, MSE = 0.958.

## Variable 257 added with crit = 1020.81, MSE = 0.953.

## Variable 280 added with crit = 1017.06, MSE = 0.947.

## Variable 285 added with crit = 1013.44, MSE = 0.941.

## Variable 297 added with crit = 1012.24, MSE = 0.938.

## Variable 301 added with crit = 1009.81, MSE = 0.934.

## Variable 306 added with crit = 1009.36, MSE = 0.931.

## Variable 307 added with crit = 1006.24, MSE = 0.926.

## Variable 311 added with crit = 1005.9, MSE = 0.924.

## Variable 314 added with crit = 1004.45, MSE = 0.92.

## Variable 315 added with crit = 1003.98, MSE = 0.918.

## Variable 335 added with crit = 1003.61, MSE = 0.916.

## Variable 346 added with crit = 997.98, MSE = 0.908.

## Variable 353 added with crit = 997.65, MSE = 0.906.

## Variable 354 added with crit = 991.98, MSE = 0.898.

## Variable 356 added with crit = 990.63, MSE = 0.895.

## Variable 365 added with crit = 990.24, MSE = 0.892.

## Variable 376 added with crit = 989.95, MSE = 0.89.

## Variable 385 added with crit = 989.89, MSE = 0.888.

## Variable 386 added with crit = 988.91, MSE = 0.885.

## Variable 389 added with crit = 987.84, MSE = 0.882.

## Variable 398 added with crit = 987.66, MSE = 0.88.

## Variable 399 added with crit = 986.68, MSE = 0.877.

## Variable 401 added with crit = 984.49, MSE = 0.872.

## Variable 404 added with crit = 983.76, MSE = 0.87.

## Variable 407 added with crit = 983.18, MSE = 0.867.

## Variable 416 added with crit = 982.22, MSE = 0.864.

## Variable 420 added with crit = 980.9, MSE = 0.861.

## Variable 421 added with crit = 979.39, MSE = 0.857.

## Variable 426 added with crit = 978.22, MSE = 0.854.

## Variable 434 added with crit = 974.2, MSE = 0.848.

## Variable 442 added with crit = 972.88, MSE = 0.845.

## Variable 471 added with crit = 971.32, MSE = 0.841.

## Variable 478 added with crit = 969.86, MSE = 0.838.

## Variable 491 added with crit = 969.02, MSE = 0.835.

## Variable 492 added with crit = 968.68, MSE = 0.833.

## Variable 495 added with crit = 967.9, MSE = 0.83.

## Variable 500 added with crit = 966.54, MSE = 0.827.

## Done.

## Starting the fast-forward, 0 variables, crit = 111.83, MSE = 1.118.

## Variable 2 added with crit = 91.67, MSE = 1.094.

## Variable 4 added with crit = 88.24, MSE = 1.088.

## Variable 5 added with crit = 69.35, MSE = 1.065.

## Variable 6 added with crit = 54.1, MSE = 1.047.

## Variable 19 added with crit = 53.63, MSE = 1.045.

## Variable 27 added with crit = 53.11, MSE = 1.042.

## Variable 28 added with crit = 51.81, MSE = 1.039.

## Variable 41 added with crit = 51.5, MSE = 1.036.

## Variable 46 added with crit = 50.99, MSE = 1.034.

## Variable 60 added with crit = 48.4, MSE = 1.029.

## Variable 68 added with crit = 47.99, MSE = 1.026.

## Variable 77 added with crit = 46.81, MSE = 1.023.

## Variable 81 added with crit = 46.32, MSE = 1.021.

## Variable 93 added with crit = 46.22, MSE = 1.018.

## Variable 106 added with crit = 45.7, MSE = 1.016.

## Variable 112 added with crit = 43.93, MSE = 1.012.

## Variable 117 added with crit = 39.72, MSE = 1.006.

## Variable 127 added with crit = 37.74, MSE = 1.002.

## Variable 128 added with crit = 37.6, MSE = 1.

## Variable 155 added with crit = 34.63, MSE = 0.995.

## Variable 159 added with crit = 34.15, MSE = 0.992.

## Variable 164 added with crit = 33.8, MSE = 0.99.

## Variable 170 added with crit = 32.24, MSE = 0.986.

## Variable 178 added with crit = 32.19, MSE = 0.984.

## Variable 185 added with crit = 31.91, MSE = 0.982.

## Variable 186 added with crit = 30.87, MSE = 0.979.

## Variable 190 added with crit = 28.56, MSE = 0.975.

## Variable 197 added with crit = 28.32, MSE = 0.973.

## Variable 208 added with crit = 27.1, MSE = 0.97.

## Variable 213 added with crit = 26.56, MSE = 0.967.

## Variable 216 added with crit = 24.24, MSE = 0.963.

## Variable 226 added with crit = 23.44, MSE = 0.96.

## Variable 246 added with crit = 22.94, MSE = 0.958.

## Variable 255 added with crit = 22.9, MSE = 0.956.

## Variable 257 added with crit = 19.68, MSE = 0.951.

## Variable 263 added with crit = 19.45, MSE = 0.949.

## Variable 277 added with crit = 19.37, MSE = 0.947.

## Variable 280 added with crit = 14.76, MSE = 0.941.

## Variable 285 added with crit = 10.58, MSE = 0.935.

## Variable 297 added with crit = 9.12, MSE = 0.932.

## Variable 301 added with crit = 6.38, MSE = 0.927.

## Variable 306 added with crit = 5.55, MSE = 0.925.

## Variable 307 added with crit = 2.29, MSE = 0.92.

## Variable 311 added with crit = 2.08, MSE = 0.918.

## Variable 314 added with crit = 0.42, MSE = 0.914.

## Variable 315 added with crit = -0.24, MSE = 0.912.

## Variable 320 added with crit = -0.46, MSE = 0.91.

## Variable 335 added with crit = -0.6, MSE = 0.908.

## Variable 346 added with crit = -7.24, MSE = 0.9.

## Variable 353 added with crit = -7.51, MSE = 0.898.

## Variable 354 added with crit = -13.7, MSE = 0.891.

## Variable 356 added with crit = -15.21, MSE = 0.888.

## Variable 365 added with crit = -15.73, MSE = 0.885.

## Variable 376 added with crit = -16.58, MSE = 0.883.

## Variable 386 added with crit = -17.99, MSE = 0.88.

## Variable 389 added with crit = -19.22, MSE = 0.877.

## Variable 398 added with crit = -19.68, MSE = 0.875.

## Variable 399 added with crit = -20.82, MSE = 0.872.

## Variable 401 added with crit = -23.8, MSE = 0.868.

## Variable 404 added with crit = -25.37, MSE = 0.865.

## Variable 407 added with crit = -26.34, MSE = 0.862.

## Variable 416 added with crit = -26.84, MSE = 0.86.

## Variable 420 added with crit = -28.89, MSE = 0.857.

## Variable 421 added with crit = -30.92, MSE = 0.853.

## Variable 426 added with crit = -32.39, MSE = 0.85.

## Variable 434 added with crit = -37.57, MSE = 0.844.

## Variable 442 added with crit = -38.73, MSE = 0.841.

## Variable 461 added with crit = -39.32, MSE = 0.839.

## Variable 462 added with crit = -39.4, MSE = 0.837.

## Variable 468 added with crit = -39.68, MSE = 0.836.

## Done.

## Starting the fast-forward, 0 variables, crit = 1016.37, MSE = 1.016.

## Variable 2 added with crit = 1014.16, MSE = 1.012.

## Variable 3 added with crit = 1001.65, MSE = 0.998.

## Variable 4 added with crit = 993.13, MSE = 0.987.

## Variable 5 added with crit = 979.23, MSE = 0.971.

## Variable 6 added with crit = 966.93, MSE = 0.957.

## Variable 10 added with crit = 964.71, MSE = 0.953.

## Variable 13 added with crit = 963.04, MSE = 0.949.

## Variable 35 added with crit = 961.91, MSE = 0.946.

## Variable 46 added with crit = 960.34, MSE = 0.942.

## Variable 50 added with crit = 956.48, MSE = 0.936.

## Variable 62 added with crit = 955.01, MSE = 0.933.

## Variable 68 added with crit = 954.64, MSE = 0.931.

## Variable 73 added with crit = 954.36, MSE = 0.928.

## Variable 75 added with crit = 951.98, MSE = 0.924.

## Variable 77 added with crit = 950.27, MSE = 0.92.

## Variable 83 added with crit = 949.62, MSE = 0.918.

## Variable 85 added with crit = 949.3, MSE = 0.915.

## Variable 94 added with crit = 945.77, MSE = 0.91.

## Variable 95 added with crit = 944.5, MSE = 0.906.

## Variable 98 added with crit = 942.51, MSE = 0.903.

## Variable 102 added with crit = 942.21, MSE = 0.9.

## Variable 111 added with crit = 941.63, MSE = 0.898.

## Variable 118 added with crit = 937.86, MSE = 0.892.

## Variable 121 added with crit = 937.46, MSE = 0.889.

## Variable 124 added with crit = 937.19, MSE = 0.887.

## Variable 132 added with crit = 936.71, MSE = 0.885.

## Variable 134 added with crit = 936.16, MSE = 0.882.

## Variable 141 added with crit = 935.03, MSE = 0.879.

## Variable 150 added with crit = 934.77, MSE = 0.877.

## Variable 152 added with crit = 933.58, MSE = 0.874.

## Variable 153 added with crit = 932.91, MSE = 0.871.

## Variable 156 added with crit = 930.86, MSE = 0.867.

## Variable 161 added with crit = 929.66, MSE = 0.864.

## Variable 175 added with crit = 929.1, MSE = 0.861.

## Variable 176 added with crit = 928.8, MSE = 0.859.

## Variable 186 added with crit = 927.39, MSE = 0.855.

## Variable 193 added with crit = 927.35, MSE = 0.853.

## Variable 202 added with crit = 927.07, MSE = 0.851.

## Variable 203 added with crit = 926.87, MSE = 0.849.

## Variable 205 added with crit = 926.67, MSE = 0.847.

## Variable 211 added with crit = 926.42, MSE = 0.844.

## Variable 212 added with crit = 926.27, MSE = 0.842.

## Variable 240 added with crit = 926.23, MSE = 0.84.

## Variable 248 added with crit = 926.04, MSE = 0.838.

## Variable 250 added with crit = 925.57, MSE = 0.836.

## Variable 254 added with crit = 925.54, MSE = 0.834.

## Variable 274 added with crit = 921.99, MSE = 0.828.

## Variable 283 added with crit = 921.65, MSE = 0.826.

## Variable 289 added with crit = 918.77, MSE = 0.821.

## Variable 294 added with crit = 918.31, MSE = 0.818.

## Variable 299 added with crit = 917.49, MSE = 0.815.

## Variable 312 added with crit = 916.48, MSE = 0.812.

## Variable 322 added with crit = 916.46, MSE = 0.81.

## Variable 337 added with crit = 913.98, MSE = 0.806.

## Variable 338 added with crit = 913.66, MSE = 0.804.

## Variable 342 added with crit = 912.46, MSE = 0.8.

## Variable 344 added with crit = 912.07, MSE = 0.798.

## Variable 349 added with crit = 911.21, MSE = 0.795.

## Variable 362 added with crit = 909.47, MSE = 0.791.

## Variable 366 added with crit = 907.86, MSE = 0.788.

## Variable 377 added with crit = 907.62, MSE = 0.786.

## Variable 383 added with crit = 905.64, MSE = 0.782.

## Variable 384 added with crit = 904.16, MSE = 0.778.

## Variable 388 added with crit = 903.37, MSE = 0.775.

## Variable 389 added with crit = 901.84, MSE = 0.772.

## Variable 398 added with crit = 901.59, MSE = 0.77.

## Variable 401 added with crit = 901.47, MSE = 0.767.

## Variable 402 added with crit = 900.43, MSE = 0.764.

## Variable 409 added with crit = 898.67, MSE = 0.761.

## Variable 414 added with crit = 897.38, MSE = 0.757.

## Done.

## Starting the fast-forward, 0 variables, crit = 16.23, MSE = 1.016.

## Variable 2 added with crit = 14.08, MSE = 1.012.

## Variable 3 added with crit = 1.65, MSE = 0.998.

## Variable 4 added with crit = -6.96, MSE = 0.987.

## Variable 5 added with crit = -21.19, MSE = 0.971.

## Variable 6 added with crit = -34.03, MSE = 0.957.

## Variable 10 added with crit = -36.44, MSE = 0.953.

## Variable 13 added with crit = -38.3, MSE = 0.949.

## Variable 35 added with crit = -39.6, MSE = 0.946.

## Variable 46 added with crit = -41.39, MSE = 0.942.

## Variable 50 added with crit = -45.63, MSE = 0.936.

## Variable 57 added with crit = -45.64, MSE = 0.935.

## Variable 62 added with crit = -47.38, MSE = 0.931.

## Variable 68 added with crit = -48.15, MSE = 0.929.

## Variable 73 added with crit = -48.82, MSE = 0.926.

## Variable 75 added with crit = -51.19, MSE = 0.922.

## Variable 77 added with crit = -52.89, MSE = 0.919.

## Variable 83 added with crit = -53.8, MSE = 0.916.

## Variable 85 added with crit = -54.31, MSE = 0.914.

## Variable 94 added with crit = -58.29, MSE = 0.908.

## Variable 95 added with crit = -59.93, MSE = 0.905.

## Variable 98 added with crit = -61.97, MSE = 0.901.

## Variable 102 added with crit = -62.61, MSE = 0.899.

## Variable 111 added with crit = -63.67, MSE = 0.896.

## Variable 118 added with crit = -68.2, MSE = 0.89.

## Variable 121 added with crit = -69.02, MSE = 0.888.

## Variable 124 added with crit = -69.66, MSE = 0.885.

## Variable 132 added with crit = -70.22, MSE = 0.883.

## Variable 134 added with crit = -71.16, MSE = 0.881.

## Variable 141 added with crit = -73.01, MSE = 0.877.

## Variable 150 added with crit = -73.4, MSE = 0.875.

## Variable 152 added with crit = -74.91, MSE = 0.872.

## Variable 153 added with crit = -75.87, MSE = 0.869.

## Variable 156 added with crit = -78.35, MSE = 0.866.

## Variable 160 added with crit = -78.61, MSE = 0.864.

## Variable 161 added with crit = -80.03, MSE = 0.861.

## Variable 169 added with crit = -80.48, MSE = 0.859.

## Variable 175 added with crit = -81.26, MSE = 0.856.

## Variable 176 added with crit = -82.02, MSE = 0.854.

## Variable 186 added with crit = -83.74, MSE = 0.851.

## Variable 191 added with crit = -83.98, MSE = 0.849.

## Variable 193 added with crit = -84.69, MSE = 0.846.

## Variable 202 added with crit = -85.78, MSE = 0.844.

## Variable 203 added with crit = -86.45, MSE = 0.842.

## Variable 205 added with crit = -86.97, MSE = 0.839.

## Variable 211 added with crit = -87.06, MSE = 0.838.

## Variable 212 added with crit = -87.98, MSE = 0.835.

## Variable 240 added with crit = -88.59, MSE = 0.833.

## Variable 246 added with crit = -88.83, MSE = 0.831.

## Variable 250 added with crit = -90.4, MSE = 0.828.

## Variable 254 added with crit = -90.82, MSE = 0.826.

## Variable 274 added with crit = -95.26, MSE = 0.821.

## Variable 283 added with crit = -95.95, MSE = 0.819.

## Variable 289 added with crit = -99.85, MSE = 0.814.

## Variable 294 added with crit = -100.61, MSE = 0.812.

## Variable 299 added with crit = -101.88, MSE = 0.809.

## Variable 300 added with crit = -101.98, MSE = 0.807.

## Variable 309 added with crit = -102.37, MSE = 0.805.

## Variable 312 added with crit = -104.59, MSE = 0.802.

## Variable 322 added with crit = -104.73, MSE = 0.8.

## Variable 327 added with crit = -105.01, MSE = 0.799.

## Variable 337 added with crit = -108.19, MSE = 0.794.

## Variable 338 added with crit = -109.75, MSE = 0.792.

## Variable 341 added with crit = -110.04, MSE = 0.79.

## Variable 342 added with crit = -112.3, MSE = 0.786.

## Variable 344 added with crit = -113.08, MSE = 0.784.

## Variable 349 added with crit = -115.19, MSE = 0.781.

## Variable 362 added with crit = -117.14, MSE = 0.778.

## Variable 366 added with crit = -120.84, MSE = 0.773.

## Variable 367 added with crit = -121.63, MSE = 0.771.

## Variable 377 added with crit = -122.68, MSE = 0.769.

## Done.

## Starting the fast-forward, 0 variables, crit = 1063.67, MSE = 1.064.

## Variable 2 added with crit = 1052.83, MSE = 1.051.

## Variable 3 added with crit = 1051.8, MSE = 1.048.

## Variable 4 added with crit = 1047.9, MSE = 1.042.

## Variable 5 added with crit = 1047.15, MSE = 1.039.

## Variable 6 added with crit = 1039.66, MSE = 1.03.

## Variable 12 added with crit = 1032.59, MSE = 1.021.

## Variable 23 added with crit = 1030.56, MSE = 1.017.

## Variable 28 added with crit = 1027.82, MSE = 1.012.

## Variable 31 added with crit = 1026.04, MSE = 1.008.

## Variable 38 added with crit = 1025.39, MSE = 1.005.

## Variable 42 added with crit = 1019.86, MSE = 0.998.

## Variable 44 added with crit = 1016.78, MSE = 0.993.

## Variable 45 added with crit = 1010.66, MSE = 0.985.

## Variable 47 added with crit = 1010.14, MSE = 0.982.

## Variable 54 added with crit = 1009.73, MSE = 0.98.

## Variable 55 added with crit = 1003.79, MSE = 0.972.

## Variable 59 added with crit = 1003.13, MSE = 0.969.

## Variable 61 added with crit = 1002.07, MSE = 0.966.

## Variable 65 added with crit = 1000.3, MSE = 0.962.

## Variable 68 added with crit = 1000.11, MSE = 0.96.

## Variable 74 added with crit = 999.2, MSE = 0.957.

## Variable 82 added with crit = 997.46, MSE = 0.953.

## Variable 84 added with crit = 997.31, MSE = 0.951.

## Variable 86 added with crit = 996.83, MSE = 0.949.

## Variable 88 added with crit = 996.59, MSE = 0.947.

## Variable 89 added with crit = 996.54, MSE = 0.945.

## Variable 101 added with crit = 992.78, MSE = 0.939.

## Variable 103 added with crit = 992.75, MSE = 0.937.

## Variable 114 added with crit = 991.94, MSE = 0.934.

## Variable 115 added with crit = 991.93, MSE = 0.932.

## Variable 117 added with crit = 991.81, MSE = 0.93.

## Variable 127 added with crit = 990.53, MSE = 0.927.

## Variable 130 added with crit = 989.87, MSE = 0.924.

## Variable 136 added with crit = 987.72, MSE = 0.92.

## Variable 139 added with crit = 986.78, MSE = 0.917.

## Variable 140 added with crit = 985.24, MSE = 0.913.

## Variable 149 added with crit = 983.69, MSE = 0.91.

## Variable 151 added with crit = 981.95, MSE = 0.906.

## Variable 153 added with crit = 973.57, MSE = 0.896.

## Variable 162 added with crit = 967.42, MSE = 0.887.

## Variable 163 added with crit = 967.07, MSE = 0.885.

## Variable 167 added with crit = 963.74, MSE = 0.88.

## Variable 169 added with crit = 960.2, MSE = 0.874.

## Variable 182 added with crit = 957.37, MSE = 0.869.

## Variable 209 added with crit = 953.57, MSE = 0.864.

## Variable 210 added with crit = 951.39, MSE = 0.859.

## Variable 229 added with crit = 951.38, MSE = 0.857.

## Variable 230 added with crit = 948.26, MSE = 0.852.

## Variable 236 added with crit = 947.97, MSE = 0.85.

## Variable 237 added with crit = 947.13, MSE = 0.847.

## Variable 243 added with crit = 946.5, MSE = 0.844.

## Variable 251 added with crit = 946.11, MSE = 0.842.

## Variable 260 added with crit = 943.71, MSE = 0.838.

## Variable 273 added with crit = 940.22, MSE = 0.832.

## Variable 279 added with crit = 938.21, MSE = 0.828.

## Variable 283 added with crit = 938.15, MSE = 0.826.

## Variable 287 added with crit = 936.71, MSE = 0.823.

## Variable 296 added with crit = 935.56, MSE = 0.82.

## Variable 299 added with crit = 934.7, MSE = 0.817.

## Variable 301 added with crit = 931.8, MSE = 0.812.

## Variable 307 added with crit = 931.47, MSE = 0.809.

## Variable 313 added with crit = 929.99, MSE = 0.806.

## Variable 318 added with crit = 929.75, MSE = 0.804.

## Variable 323 added with crit = 928.55, MSE = 0.801.

## Variable 324 added with crit = 924.69, MSE = 0.795.

## Variable 325 added with crit = 921.12, MSE = 0.789.

## Variable 337 added with crit = 920.41, MSE = 0.786.

## Variable 344 added with crit = 916.67, MSE = 0.781.

## Variable 353 added with crit = 916.31, MSE = 0.778.

## Variable 355 added with crit = 915.79, MSE = 0.776.

## Done.

## Starting the fast-forward, 0 variables, crit = 61.72, MSE = 1.064.

## Variable 2 added with crit = 51.58, MSE = 1.051.

## Variable 3 added with crit = 50.69, MSE = 1.048.

## Variable 4 added with crit = 47.04, MSE = 1.042.

## Variable 5 added with crit = 46.41, MSE = 1.039.

## Variable 6 added with crit = 39.23, MSE = 1.03.

## Variable 12 added with crit = 32.38, MSE = 1.021.

## Variable 23 added with crit = 30.43, MSE = 1.017.

## Variable 28 added with crit = 27.75, MSE = 1.012.

## Variable 31 added with crit = 26.01, MSE = 1.008.

## Variable 38 added with crit = 25.38, MSE = 1.005.

## Variable 42 added with crit = 19.86, MSE = 0.998.

## Variable 44 added with crit = 16.75, MSE = 0.993.

## Variable 45 added with crit = 10.54, MSE = 0.985.

## Variable 47 added with crit = 9.98, MSE = 0.982.

## Variable 54 added with crit = 9.53, MSE = 0.98.

## Variable 55 added with crit = 3.38, MSE = 0.972.

## Variable 59 added with crit = 2.64, MSE = 0.969.

## Variable 61 added with crit = 1.48, MSE = 0.966.

## Variable 65 added with crit = -0.43, MSE = 0.962.

## Variable 68 added with crit = -0.7, MSE = 0.96.

## Variable 74 added with crit = -1.75, MSE = 0.957.

## Variable 82 added with crit = -3.66, MSE = 0.953.

## Variable 84 added with crit = -3.91, MSE = 0.951.

## Variable 86 added with crit = -4.53, MSE = 0.949.

## Variable 88 added with crit = -4.89, MSE = 0.947.

## Variable 89 added with crit = -5.06, MSE = 0.945.

## Variable 101 added with crit = -9.18, MSE = 0.939.

## Variable 103 added with crit = -9.34, MSE = 0.937.

## Variable 114 added with crit = -10.34, MSE = 0.934.

## Variable 115 added with crit = -10.49, MSE = 0.932.

## Variable 117 added with crit = -10.78, MSE = 0.93.

## Variable 127 added with crit = -12.3, MSE = 0.927.

## Variable 130 added with crit = -13.19, MSE = 0.924.

## Variable 136 added with crit = -15.69, MSE = 0.92.

## Variable 139 added with crit = -16.89, MSE = 0.917.

## Variable 140 added with crit = -18.75, MSE = 0.913.

## Variable 149 added with crit = -20.65, MSE = 0.91.

## Variable 151 added with crit = -22.77, MSE = 0.906.

## Variable 153 added with crit = -32.29, MSE = 0.896.

## Variable 157 added with crit = -32.45, MSE = 0.894.

## Variable 162 added with crit = -39.7, MSE = 0.885.

## Variable 163 added with crit = -40.26, MSE = 0.883.

## Variable 167 added with crit = -44.69, MSE = 0.877.

## Variable 169 added with crit = -49.17, MSE = 0.872.

## Variable 182 added with crit = -52.46, MSE = 0.867.

## Variable 209 added with crit = -56.99, MSE = 0.862.

## Variable 210 added with crit = -59.77, MSE = 0.857.

## Variable 229 added with crit = -60.09, MSE = 0.855.

## Variable 230 added with crit = -63.89, MSE = 0.851.

## Variable 236 added with crit = -64.51, MSE = 0.848.

## Variable 237 added with crit = -65.63, MSE = 0.846.

## Variable 243 added with crit = -66.91, MSE = 0.843.

## Variable 251 added with crit = -67.48, MSE = 0.841.

## Variable 260 added with crit = -70.4, MSE = 0.837.

## Variable 273 added with crit = -74.81, MSE = 0.831.

## Variable 279 added with crit = -77.53, MSE = 0.827.

## Variable 283 added with crit = -77.94, MSE = 0.825.

## Variable 287 added with crit = -80.24, MSE = 0.822.

## Variable 296 added with crit = -82.26, MSE = 0.819.

## Variable 299 added with crit = -83.62, MSE = 0.816.

## Variable 301 added with crit = -87.82, MSE = 0.811.

## Variable 307 added with crit = -88.58, MSE = 0.808.

## Variable 313 added with crit = -90.7, MSE = 0.805.

## Variable 318 added with crit = -91.52, MSE = 0.803.

## Variable 323 added with crit = -93.43, MSE = 0.8.

## Variable 324 added with crit = -98.64, MSE = 0.794.

## Variable 325 added with crit = -103.77, MSE = 0.788.

## Variable 335 added with crit = -103.96, MSE = 0.787.

## Variable 337 added with crit = -105.79, MSE = 0.784.

## Variable 344 added with crit = -111.73, MSE = 0.777.

## Done.

## Starting the fast-forward, 0 variables, crit = 1077.87, MSE = 1.078.

## Variable 2 added with crit = 1066.9, MSE = 1.065.

## Variable 3 added with crit = 1051.58, MSE = 1.048.

## Variable 4 added with crit = 1045.23, MSE = 1.039.

## Variable 5 added with crit = 1033.15, MSE = 1.025.

## Variable 6 added with crit = 1018.23, MSE = 1.008.

## Variable 8 added with crit = 1018.04, MSE = 1.006.

## Variable 24 added with crit = 1016.71, MSE = 1.003.

## Variable 32 added with crit = 1015.79, MSE = 1.

## Variable 36 added with crit = 1015.67, MSE = 0.998.

## Variable 40 added with crit = 1015.19, MSE = 0.995.

## Variable 41 added with crit = 1013.82, MSE = 0.992.

## Variable 49 added with crit = 1012.26, MSE = 0.988.

## Variable 53 added with crit = 1012, MSE = 0.986.

## Variable 57 added with crit = 1005.06, MSE = 0.977.

## Variable 60 added with crit = 1004.1, MSE = 0.974.

## Variable 64 added with crit = 1003.84, MSE = 0.972.

## Variable 65 added with crit = 1003.74, MSE = 0.97.

## Variable 66 added with crit = 1003.41, MSE = 0.967.

## Variable 69 added with crit = 1002.52, MSE = 0.965.

## Variable 71 added with crit = 1002.48, MSE = 0.962.

## Variable 72 added with crit = 996.33, MSE = 0.954.

## Variable 73 added with crit = 995.28, MSE = 0.951.

## Variable 82 added with crit = 991.21, MSE = 0.945.

## Variable 87 added with crit = 990.55, MSE = 0.943.

## Variable 91 added with crit = 990.55, MSE = 0.941.

## Variable 92 added with crit = 986.01, MSE = 0.934.

## Variable 93 added with crit = 984.44, MSE = 0.93.

## Variable 108 added with crit = 983.94, MSE = 0.928.

## Variable 113 added with crit = 983.75, MSE = 0.926.

## Variable 120 added with crit = 983.58, MSE = 0.924.

## Variable 126 added with crit = 983.02, MSE = 0.921.

## Variable 131 added with crit = 982.82, MSE = 0.919.

## Variable 134 added with crit = 979.88, MSE = 0.914.

## Variable 152 added with crit = 979.36, MSE = 0.911.

## Variable 155 added with crit = 976.76, MSE = 0.907.

## Variable 159 added with crit = 976.11, MSE = 0.904.

## Variable 162 added with crit = 973.55, MSE = 0.9.

## Variable 168 added with crit = 973.46, MSE = 0.897.

## Variable 174 added with crit = 969.01, MSE = 0.891.

## Variable 179 added with crit = 968.41, MSE = 0.888.

## Variable 186 added with crit = 967.86, MSE = 0.886.

## Variable 190 added with crit = 967.6, MSE = 0.884.

## Variable 192 added with crit = 962.04, MSE = 0.876.

## Variable 196 added with crit = 961.19, MSE = 0.873.

## Variable 199 added with crit = 959.92, MSE = 0.87.

## Variable 204 added with crit = 955.62, MSE = 0.864.

## Variable 206 added with crit = 952.43, MSE = 0.858.

## Variable 210 added with crit = 951.59, MSE = 0.856.

## Variable 215 added with crit = 949.95, MSE = 0.852.

## Variable 218 added with crit = 949.33, MSE = 0.849.

## Variable 235 added with crit = 947.9, MSE = 0.846.

## Variable 242 added with crit = 946.22, MSE = 0.842.

## Variable 272 added with crit = 944.28, MSE = 0.838.

## Variable 289 added with crit = 937.24, MSE = 0.829.

## Variable 310 added with crit = 933.72, MSE = 0.824.

## Variable 330 added with crit = 928.28, MSE = 0.816.

## Variable 349 added with crit = 926.78, MSE = 0.813.

## Variable 353 added with crit = 925.6, MSE = 0.81.

## Variable 354 added with crit = 919.16, MSE = 0.801.

## Variable 356 added with crit = 918.94, MSE = 0.799.

## Variable 374 added with crit = 918.67, MSE = 0.797.

## Variable 380 added with crit = 918.55, MSE = 0.795.

## Variable 387 added with crit = 918.38, MSE = 0.792.

## Variable 394 added with crit = 917.92, MSE = 0.79.

## Variable 396 added with crit = 916.19, MSE = 0.786.

## Variable 403 added with crit = 915.88, MSE = 0.784.

## Variable 407 added with crit = 915.22, MSE = 0.781.

## Variable 408 added with crit = 914.43, MSE = 0.778.

## Variable 416 added with crit = 911.48, MSE = 0.773.

## Variable 451 added with crit = 911.29, MSE = 0.771.

## Done.

## Starting the fast-forward, 0 variables, crit = 74.98, MSE = 1.078.

## Variable 2 added with crit = 64.88, MSE = 1.065.

## Variable 3 added with crit = 50.49, MSE = 1.048.

## Variable 4 added with crit = 44.48, MSE = 1.039.

## Variable 5 added with crit = 32.84, MSE = 1.025.

## Variable 6 added with crit = 18.2, MSE = 1.008.

## Variable 8 added with crit = 18.03, MSE = 1.006.

## Variable 24 added with crit = 16.71, MSE = 1.003.

## Variable 32 added with crit = 15.79, MSE = 1.

## Variable 36 added with crit = 15.67, MSE = 0.998.

## Variable 40 added with crit = 15.18, MSE = 0.995.

## Variable 41 added with crit = 13.78, MSE = 0.992.

## Variable 49 added with crit = 12.19, MSE = 0.988.

## Variable 53 added with crit = 11.9, MSE = 0.986.

## Variable 57 added with crit = 4.8, MSE = 0.977.

## Variable 60 added with crit = 3.76, MSE = 0.974.

## Variable 64 added with crit = 3.44, MSE = 0.972.

## Variable 65 added with crit = 3.27, MSE = 0.97.

## Variable 66 added with crit = 2.87, MSE = 0.967.

## Variable 69 added with crit = 1.87, MSE = 0.965.

## Variable 71 added with crit = 1.76, MSE = 0.962.

## Variable 72 added with crit = -4.75, MSE = 0.954.

## Variable 73 added with crit = -5.95, MSE = 0.951.

## Variable 82 added with crit = -10.35, MSE = 0.945.

## Variable 87 added with crit = -11.17, MSE = 0.943.

## Variable 91 added with crit = -11.29, MSE = 0.941.

## Variable 92 added with crit = -16.27, MSE = 0.934.

## Variable 93 added with crit = -18.09, MSE = 0.93.

## Variable 95 added with crit = -18.16, MSE = 0.929.

## Variable 108 added with crit = -18.92, MSE = 0.926.

## Variable 113 added with crit = -19.31, MSE = 0.924.

## Variable 120 added with crit = -19.8, MSE = 0.921.

## Variable 126 added with crit = -20.83, MSE = 0.919.

## Variable 131 added with crit = -21.14, MSE = 0.917.

## Variable 134 added with crit = -24.32, MSE = 0.912.

## Variable 152 added with crit = -25.23, MSE = 0.909.

## Variable 155 added with crit = -28.45, MSE = 0.904.

## Variable 159 added with crit = -29.5, MSE = 0.902.

## Variable 162 added with crit = -32.55, MSE = 0.897.

## Variable 168 added with crit = -32.68, MSE = 0.895.

## Variable 174 added with crit = -37.75, MSE = 0.889.

## Variable 179 added with crit = -38.89, MSE = 0.886.

## Variable 186 added with crit = -39.78, MSE = 0.884.

## Variable 190 added with crit = -40.11, MSE = 0.882.

## Variable 192 added with crit = -46.97, MSE = 0.874.

## Variable 196 added with crit = -48.05, MSE = 0.871.

## Variable 199 added with crit = -49.97, MSE = 0.868.

## Variable 204 added with crit = -55.21, MSE = 0.861.

## Variable 206 added with crit = -59.91, MSE = 0.856.

## Variable 210 added with crit = -60.91, MSE = 0.853.

## Variable 215 added with crit = -63.28, MSE = 0.849.

## Variable 218 added with crit = -64.62, MSE = 0.847.

## Variable 220 added with crit = -64.97, MSE = 0.845.

## Variable 235 added with crit = -66.78, MSE = 0.841.

## Variable 242 added with crit = -68.92, MSE = 0.838.

## Variable 272 added with crit = -71.7, MSE = 0.834.

## Variable 289 added with crit = -80.18, MSE = 0.825.

## Variable 310 added with crit = -84.9, MSE = 0.82.

## Variable 323 added with crit = -85.07, MSE = 0.818.

## Variable 330 added with crit = -91.61, MSE = 0.811.

## Variable 337 added with crit = -92.07, MSE = 0.809.

## Variable 349 added with crit = -93.85, MSE = 0.806.

## Variable 352 added with crit = -93.86, MSE = 0.804.

## Variable 353 added with crit = -96.07, MSE = 0.801.

## Variable 354 added with crit = -105.13, MSE = 0.792.

## Variable 356 added with crit = -105.81, MSE = 0.79.

## Variable 360 added with crit = -106.16, MSE = 0.788.

## Variable 374 added with crit = -106.62, MSE = 0.786.

## Variable 380 added with crit = -107.01, MSE = 0.784.

## Variable 381 added with crit = -107.79, MSE = 0.782.

## Variable 387 added with crit = -108.18, MSE = 0.78.

## Done.

## Starting the fast-forward, 0 variables, crit = 1048.13, MSE = 1.048.

## Variable 2 added with crit = 1038.49, MSE = 1.036.

## Variable 3 added with crit = 1027.8, MSE = 1.024.

## Variable 4 added with crit = 1003.83, MSE = 0.998.

## Variable 5 added with crit = 1003.58, MSE = 0.996.

## Variable 6 added with crit = 993.02, MSE = 0.983.

## Variable 7 added with crit = 991.72, MSE = 0.98.

## Variable 9 added with crit = 991.15, MSE = 0.977.

## Variable 10 added with crit = 990.3, MSE = 0.974.

## Variable 12 added with crit = 989.78, MSE = 0.972.

## Variable 35 added with crit = 987.84, MSE = 0.968.

## Variable 48 added with crit = 987.66, MSE = 0.966.

## Variable 55 added with crit = 981.84, MSE = 0.958.

## Variable 56 added with crit = 976.94, MSE = 0.951.

## Variable 57 added with crit = 976.86, MSE = 0.949.

## Variable 71 added with crit = 975.17, MSE = 0.945.

## Variable 76 added with crit = 970.61, MSE = 0.939.

## Variable 88 added with crit = 969.82, MSE = 0.936.

## Variable 90 added with crit = 969.23, MSE = 0.933.

## Variable 105 added with crit = 964.98, MSE = 0.927.

## Variable 107 added with crit = 956.56, MSE = 0.917.

## Variable 109 added with crit = 955.88, MSE = 0.914.

## Variable 122 added with crit = 952.33, MSE = 0.908.

## Variable 128 added with crit = 950.62, MSE = 0.905.

## Variable 136 added with crit = 950.2, MSE = 0.902.

## Variable 149 added with crit = 948.68, MSE = 0.899.

## Variable 152 added with crit = 942.33, MSE = 0.89.

## Variable 165 added with crit = 942.12, MSE = 0.888.

## Variable 192 added with crit = 938.63, MSE = 0.883.

## Variable 196 added with crit = 937.47, MSE = 0.879.

## Variable 214 added with crit = 935.39, MSE = 0.875.

## Variable 226 added with crit = 934.66, MSE = 0.873.

## Variable 229 added with crit = 934.19, MSE = 0.87.

## Variable 232 added with crit = 932.9, MSE = 0.867.

## Variable 236 added with crit = 931.76, MSE = 0.864.

## Variable 242 added with crit = 931.18, MSE = 0.861.

## Variable 245 added with crit = 930.89, MSE = 0.859.

## Variable 251 added with crit = 927.42, MSE = 0.853.

## Variable 260 added with crit = 926.67, MSE = 0.851.

## Variable 266 added with crit = 926.3, MSE = 0.848.

## Variable 267 added with crit = 924.53, MSE = 0.845.

## Variable 286 added with crit = 924.1, MSE = 0.842.

## Variable 295 added with crit = 924.01, MSE = 0.84.

## Variable 299 added with crit = 923.59, MSE = 0.838.

## Variable 308 added with crit = 922.42, MSE = 0.834.

## Variable 312 added with crit = 922.41, MSE = 0.832.

## Variable 314 added with crit = 922.29, MSE = 0.83.

## Variable 315 added with crit = 922.28, MSE = 0.828.

## Variable 318 added with crit = 921.62, MSE = 0.826.

## Variable 322 added with crit = 920.45, MSE = 0.822.

## Variable 326 added with crit = 920.13, MSE = 0.82.

## Variable 330 added with crit = 919.26, MSE = 0.817.

## Variable 344 added with crit = 918.2, MSE = 0.814.

## Variable 346 added with crit = 917.56, MSE = 0.812.

## Variable 356 added with crit = 916.77, MSE = 0.809.

## Variable 366 added with crit = 915.59, MSE = 0.806.

## Variable 369 added with crit = 915.38, MSE = 0.803.

## Variable 371 added with crit = 915.08, MSE = 0.801.

## Variable 373 added with crit = 911.58, MSE = 0.796.

## Variable 376 added with crit = 909.68, MSE = 0.792.

## Variable 383 added with crit = 909.39, MSE = 0.789.

## Variable 388 added with crit = 908.72, MSE = 0.787.

## Variable 396 added with crit = 908.38, MSE = 0.784.

## Variable 401 added with crit = 907.74, MSE = 0.782.

## Variable 430 added with crit = 906.54, MSE = 0.779.

## Variable 472 added with crit = 906.06, MSE = 0.776.

## Variable 485 added with crit = 905.67, MSE = 0.774.

## Variable 495 added with crit = 904.81, MSE = 0.771.

## Variable 499 added with crit = 903.18, MSE = 0.767.

## Variable 500 added with crit = 903.18, MSE = 0.765.

## Variable 507 added with crit = 901.05, MSE = 0.761.

## Done.

## Starting the fast-forward, 0 variables, crit = 47.01, MSE = 1.048.

## Variable 2 added with crit = 37.84, MSE = 1.036.

## Variable 3 added with crit = 27.52, MSE = 1.024.

## Variable 4 added with crit = 3.83, MSE = 0.998.

## Variable 5 added with crit = 3.57, MSE = 0.996.

## Variable 6 added with crit = -7.12, MSE = 0.983.

## Variable 7 added with crit = -8.49, MSE = 0.98.

## Variable 9 added with crit = -9.12, MSE = 0.977.

## Variable 10 added with crit = -10.04, MSE = 0.974.

## Variable 12 added with crit = -10.62, MSE = 0.972.

## Variable 35 added with crit = -12.69, MSE = 0.968.

## Variable 48 added with crit = -12.94, MSE = 0.966.

## Variable 55 added with crit = -19.07, MSE = 0.958.

## Variable 56 added with crit = -24.3, MSE = 0.951.

## Variable 57 added with crit = -24.49, MSE = 0.949.

## Variable 71 added with crit = -26.39, MSE = 0.945.

## Variable 76 added with crit = -31.35, MSE = 0.939.

## Variable 88 added with crit = -32.33, MSE = 0.936.

## Variable 90 added with crit = -33.1, MSE = 0.933.

## Variable 105 added with crit = -37.83, MSE = 0.927.

## Variable 107 added with crit = -47.12, MSE = 0.917.

## Variable 109 added with crit = -48.06, MSE = 0.914.

## Variable 113 added with crit = -48.15, MSE = 0.912.

## Variable 122 added with crit = -52.46, MSE = 0.906.

## Variable 128 added with crit = -54.5, MSE = 0.903.

## Variable 136 added with crit = -55.12, MSE = 0.9.

## Variable 149 added with crit = -57.05, MSE = 0.897.

## Variable 152 added with crit = -64.42, MSE = 0.888.

## Variable 165 added with crit = -64.75, MSE = 0.886.

## Variable 192 added with crit = -68.69, MSE = 0.881.

## Variable 196 added with crit = -70.53, MSE = 0.878.

## Variable 214 added with crit = -73.79, MSE = 0.873.

## Variable 226 added with crit = -74.76, MSE = 0.87.

## Variable 229 added with crit = -75.36, MSE = 0.868.

## Variable 232 added with crit = -76.83, MSE = 0.865.

## Variable 236 added with crit = -78.43, MSE = 0.862.

## Variable 242 added with crit = -79.69, MSE = 0.859.

## Variable 245 added with crit = -80.61, MSE = 0.857.

## Variable 251 added with crit = -84.73, MSE = 0.852.

## Variable 260 added with crit = -86.02, MSE = 0.849.

## Variable 266 added with crit = -86.55, MSE = 0.847.

## Variable 267 added with crit = -89.13, MSE = 0.843.

## Variable 286 added with crit = -89.77, MSE = 0.84.

## Variable 295 added with crit = -90.25, MSE = 0.838.

## Variable 299 added with crit = -90.94, MSE = 0.836.

## Variable 308 added with crit = -92.55, MSE = 0.833.

## Variable 312 added with crit = -93.21, MSE = 0.831.

## Variable 314 added with crit = -93.82, MSE = 0.829.

## Variable 315 added with crit = -94.45, MSE = 0.827.

## Variable 318 added with crit = -95.8, MSE = 0.824.

## Variable 322 added with crit = -97.69, MSE = 0.821.

## Variable 326 added with crit = -98.41, MSE = 0.818.

## Variable 330 added with crit = -99.8, MSE = 0.816.

## Variable 344 added with crit = -101.29, MSE = 0.813.

## Variable 346 added with crit = -102.53, MSE = 0.81.

## Variable 350 added with crit = -102.8, MSE = 0.808.

## Variable 353 added with crit = -102.91, MSE = 0.807.

## Variable 356 added with crit = -104.77, MSE = 0.804.

## Variable 362 added with crit = -104.84, MSE = 0.802.

## Variable 366 added with crit = -107.01, MSE = 0.799.

## Variable 369 added with crit = -107.57, MSE = 0.796.

## Variable 371 added with crit = -108.06, MSE = 0.794.

## Variable 373 added with crit = -113.54, MSE = 0.789.

## Variable 375 added with crit = -113.85, MSE = 0.787.

## Variable 376 added with crit = -116.84, MSE = 0.783.

## Variable 380 added with crit = -117.13, MSE = 0.781.

## Variable 383 added with crit = -118.04, MSE = 0.779.

## Variable 384 added with crit = -118.38, MSE = 0.777.

## Variable 388 added with crit = -120.2, MSE = 0.774.

## Variable 392 added with crit = -120.66, MSE = 0.772.

## Variable 394 added with crit = -121.28, MSE = 0.77.

## Done.

## Starting the fast-forward, 0 variables, crit = 1116.83, MSE = 1.117.

## Variable 2 added with crit = 1107.84, MSE = 1.106.

## Variable 3 added with crit = 1099.72, MSE = 1.096.

## Variable 4 added with crit = 1077.42, MSE = 1.071.

## Variable 5 added with crit = 1070.59, MSE = 1.063.

## Variable 6 added with crit = 1048.51, MSE = 1.039.

## Variable 18 added with crit = 1045.85, MSE = 1.034.

## Variable 20 added with crit = 1045.6, MSE = 1.032.

## Variable 32 added with crit = 1041.53, MSE = 1.026.

## Variable 36 added with crit = 1041.51, MSE = 1.024.

## Variable 52 added with crit = 1035.19, MSE = 1.015.

## Variable 54 added with crit = 1034.65, MSE = 1.013.

## Variable 74 added with crit = 1031.07, MSE = 1.007.

## Variable 75 added with crit = 1029.92, MSE = 1.004.

## Variable 76 added with crit = 1027.51, MSE = 1.

## Variable 79 added with crit = 1026.8, MSE = 0.997.

## Variable 83 added with crit = 1024.22, MSE = 0.992.

## Variable 85 added with crit = 1023.82, MSE = 0.99.

## Variable 86 added with crit = 1022.8, MSE = 0.987.

## Variable 96 added with crit = 1022.41, MSE = 0.984.

## Variable 97 added with crit = 1022.06, MSE = 0.982.

## Variable 101 added with crit = 1020.86, MSE = 0.979.

## Variable 104 added with crit = 1020.74, MSE = 0.977.

## Variable 108 added with crit = 1018.98, MSE = 0.973.

## Variable 109 added with crit = 1015.74, MSE = 0.968.

## Variable 111 added with crit = 1014.63, MSE = 0.965.

## Variable 117 added with crit = 1012.98, MSE = 0.961.

## Variable 118 added with crit = 1011.97, MSE = 0.958.

## Variable 119 added with crit = 1002.61, MSE = 0.947.

## Variable 121 added with crit = 997.14, MSE = 0.939.

## Variable 128 added with crit = 996.59, MSE = 0.937.

## Variable 133 added with crit = 994.81, MSE = 0.933.

## Variable 143 added with crit = 993.08, MSE = 0.929.

## Variable 161 added with crit = 991.88, MSE = 0.926.

## Variable 163 added with crit = 990.96, MSE = 0.923.

## Variable 170 added with crit = 990.11, MSE = 0.92.

## Variable 189 added with crit = 989.36, MSE = 0.917.

## Variable 195 added with crit = 988.35, MSE = 0.914.

## Variable 211 added with crit = 986.82, MSE = 0.911.

## Variable 219 added with crit = 986.22, MSE = 0.908.

## Variable 230 added with crit = 984.7, MSE = 0.905.

## Variable 235 added with crit = 983.65, MSE = 0.902.

## Variable 237 added with crit = 983.34, MSE = 0.899.

## Variable 242 added with crit = 978.36, MSE = 0.892.

## Variable 266 added with crit = 977.73, MSE = 0.89.

## Variable 270 added with crit = 975.27, MSE = 0.885.

## Variable 276 added with crit = 974.72, MSE = 0.883.

## Variable 286 added with crit = 965.35, MSE = 0.871.

## Variable 289 added with crit = 963.93, MSE = 0.868.

## Variable 291 added with crit = 963.33, MSE = 0.865.

## Variable 298 added with crit = 960.51, MSE = 0.861.

## Variable 299 added with crit = 959.96, MSE = 0.858.

## Variable 324 added with crit = 959.91, MSE = 0.856.

## Variable 332 added with crit = 954.65, MSE = 0.849.

## Variable 338 added with crit = 954.33, MSE = 0.846.

## Variable 339 added with crit = 952.36, MSE = 0.842.

## Variable 346 added with crit = 951.81, MSE = 0.84.

## Variable 352 added with crit = 951.4, MSE = 0.837.

## Variable 367 added with crit = 946.67, MSE = 0.831.

## Variable 369 added with crit = 946.22, MSE = 0.828.

## Variable 370 added with crit = 945.24, MSE = 0.825.

## Variable 384 added with crit = 942.88, MSE = 0.821.

## Variable 386 added with crit = 937.21, MSE = 0.813.

## Variable 390 added with crit = 936.54, MSE = 0.811.

## Variable 410 added with crit = 930.96, MSE = 0.803.

## Variable 444 added with crit = 928.99, MSE = 0.799.

## Variable 447 added with crit = 928.25, MSE = 0.796.

## Variable 448 added with crit = 928.13, MSE = 0.794.

## Variable 450 added with crit = 927.23, MSE = 0.791.

## Variable 463 added with crit = 925.95, MSE = 0.788.

## Variable 470 added with crit = 923.41, MSE = 0.783.

## Done.

## Starting the fast-forward, 0 variables, crit = 110.49, MSE = 1.117.

## Variable 2 added with crit = 102.61, MSE = 1.106.

## Variable 3 added with crit = 95.41, MSE = 1.096.

## Variable 4 added with crit = 74.99, MSE = 1.071.

## Variable 5 added with crit = 68.71, MSE = 1.063.

## Variable 6 added with crit = 47.79, MSE = 1.039.

## Variable 18 added with crit = 45.29, MSE = 1.034.

## Variable 20 added with crit = 45.11, MSE = 1.032.

## Variable 32 added with crit = 41.21, MSE = 1.026.

## Variable 52 added with crit = 34.99, MSE = 1.017.

## Variable 54 added with crit = 34.55, MSE = 1.015.

## Variable 72 added with crit = 34.48, MSE = 1.013.

## Variable 74 added with crit = 30.79, MSE = 1.007.

## Variable 75 added with crit = 29.75, MSE = 1.004.

## Variable 76 added with crit = 27.35, MSE = 0.999.

## Variable 79 added with crit = 26.44, MSE = 0.996.

## Variable 83 added with crit = 24.09, MSE = 0.992.

## Variable 85 added with crit = 23.43, MSE = 0.989.

## Variable 86 added with crit = 22.18, MSE = 0.986.

## Variable 96 added with crit = 21.45, MSE = 0.984.

## Variable 97 added with crit = 21.36, MSE = 0.982.

## Variable 101 added with crit = 20.2, MSE = 0.978.

## Variable 102 added with crit = 20.18, MSE = 0.976.

## Variable 104 added with crit = 20.06, MSE = 0.974.

## Variable 108 added with crit = 18.08, MSE = 0.971.

## Variable 109 added with crit = 14.17, MSE = 0.965.

## Variable 111 added with crit = 12.91, MSE = 0.962.

## Variable 117 added with crit = 11.36, MSE = 0.958.

## Variable 118 added with crit = 10.15, MSE = 0.955.

## Variable 119 added with crit = -0.1, MSE = 0.944.

## Variable 121 added with crit = -5.87, MSE = 0.936.

## Variable 128 added with crit = -6.61, MSE = 0.934.

## Variable 133 added with crit = -8, MSE = 0.931.

## Variable 143 added with crit = -10.4, MSE = 0.926.

## Variable 161 added with crit = -12, MSE = 0.923.

## Variable 163 added with crit = -12.94, MSE = 0.92.

## Variable 170 added with crit = -14.04, MSE = 0.918.

## Variable 189 added with crit = -14.89, MSE = 0.915.

## Variable 190 added with crit = -15.09, MSE = 0.913.

## Variable 195 added with crit = -16.34, MSE = 0.91.

## Variable 211 added with crit = -18.32, MSE = 0.906.

## Variable 219 added with crit = -19.21, MSE = 0.904.

## Variable 226 added with crit = -19.37, MSE = 0.902.

## Variable 230 added with crit = -21.42, MSE = 0.898.

## Variable 235 added with crit = -23.19, MSE = 0.895.

## Variable 237 added with crit = -23.63, MSE = 0.893.

## Variable 242 added with crit = -28.66, MSE = 0.886.

## Variable 247 added with crit = -28.79, MSE = 0.884.

## Variable 266 added with crit = -29.59, MSE = 0.882.

## Variable 270 added with crit = -32.19, MSE = 0.878.

## Variable 276 added with crit = -32.32, MSE = 0.876.

## Variable 286 added with crit = -42.75, MSE = 0.865.

## Variable 289 added with crit = -44.65, MSE = 0.862.

## Variable 290 added with crit = -45.4, MSE = 0.86.

## Variable 291 added with crit = -46.32, MSE = 0.857.

## Variable 298 added with crit = -50.05, MSE = 0.852.

## Variable 299 added with crit = -51.15, MSE = 0.849.

## Variable 324 added with crit = -51.48, MSE = 0.847.

## Variable 332 added with crit = -57.1, MSE = 0.841.

## Variable 338 added with crit = -57.65, MSE = 0.839.

## Variable 339 added with crit = -59.69, MSE = 0.836.

## Variable 346 added with crit = -61.23, MSE = 0.833.

## Variable 352 added with crit = -62.04, MSE = 0.83.

## Variable 367 added with crit = -68.08, MSE = 0.824.

## Variable 369 added with crit = -68.76, MSE = 0.821.

## Variable 370 added with crit = -69.56, MSE = 0.819.

## Variable 372 added with crit = -70.06, MSE = 0.817.

## Variable 384 added with crit = -73.6, MSE = 0.813.

## Variable 386 added with crit = -79.87, MSE = 0.806.

## Variable 390 added with crit = -80.81, MSE = 0.803.

## Variable 392 added with crit = -81.35, MSE = 0.801.

## Done.

## Starting the fast-forward, 0 variables, crit = 1062.71, MSE = 1.063.

## Variable 2 added with crit = 1056.86, MSE = 1.055.

## Variable 3 added with crit = 1043.77, MSE = 1.04.

## Variable 4 added with crit = 1028.87, MSE = 1.023.

## Variable 5 added with crit = 1015.72, MSE = 1.008.

## Variable 6 added with crit = 1010.41, MSE = 1.

## Variable 37 added with crit = 1010.27, MSE = 0.998.

## Variable 52 added with crit = 1006.44, MSE = 0.992.

## Variable 68 added with crit = 1001.32, MSE = 0.985.

## Variable 97 added with crit = 1000.36, MSE = 0.982.

## Variable 103 added with crit = 997.88, MSE = 0.978.

## Variable 112 added with crit = 997.7, MSE = 0.976.

## Variable 126 added with crit = 996.04, MSE = 0.972.

## Variable 131 added with crit = 994.14, MSE = 0.968.

## Variable 146 added with crit = 988.46, MSE = 0.96.

## Variable 148 added with crit = 988.03, MSE = 0.958.

## Variable 153 added with crit = 986.43, MSE = 0.954.

## Variable 155 added with crit = 984.32, MSE = 0.95.

## Variable 159 added with crit = 980.76, MSE = 0.945.

## Variable 169 added with crit = 980.3, MSE = 0.942.

## Variable 176 added with crit = 978.29, MSE = 0.938.

## Variable 179 added with crit = 969.46, MSE = 0.927.

## Variable 198 added with crit = 966.11, MSE = 0.922.

## Variable 201 added with crit = 965.11, MSE = 0.919.

## Variable 203 added with crit = 963.19, MSE = 0.915.

## Variable 206 added with crit = 962.76, MSE = 0.913.

## Variable 209 added with crit = 962.06, MSE = 0.91.

## Variable 225 added with crit = 961.32, MSE = 0.907.

## Variable 234 added with crit = 960.64, MSE = 0.905.

## Variable 255 added with crit = 956.49, MSE = 0.898.

## Variable 274 added with crit = 956.05, MSE = 0.896.

## Variable 279 added with crit = 954.54, MSE = 0.893.

## Variable 291 added with crit = 953.67, MSE = 0.89.

## Variable 297 added with crit = 953.2, MSE = 0.887.

## Variable 301 added with crit = 951.3, MSE = 0.883.

## Variable 303 added with crit = 950.96, MSE = 0.881.

## Variable 308 added with crit = 950.21, MSE = 0.878.

## Variable 316 added with crit = 945.39, MSE = 0.871.

## Variable 318 added with crit = 944.19, MSE = 0.868.

## Variable 322 added with crit = 940.09, MSE = 0.862.

## Variable 329 added with crit = 937.66, MSE = 0.858.

## Variable 331 added with crit = 936.5, MSE = 0.855.

## Variable 333 added with crit = 936.34, MSE = 0.852.

## Variable 335 added with crit = 936.05, MSE = 0.85.

## Variable 347 added with crit = 934.96, MSE = 0.847.

## Variable 353 added with crit = 934.58, MSE = 0.845.

## Variable 359 added with crit = 934.37, MSE = 0.842.

## Variable 362 added with crit = 932.92, MSE = 0.839.

## Variable 374 added with crit = 930.93, MSE = 0.835.

## Variable 375 added with crit = 930.87, MSE = 0.833.

## Variable 384 added with crit = 926.79, MSE = 0.827.

## Variable 395 added with crit = 923.96, MSE = 0.822.

## Variable 405 added with crit = 922.66, MSE = 0.819.

## Variable 415 added with crit = 922, MSE = 0.816.

## Variable 420 added with crit = 919.04, MSE = 0.811.

## Variable 432 added with crit = 918.49, MSE = 0.808.

## Variable 437 added with crit = 915.36, MSE = 0.803.

## Variable 442 added with crit = 914.23, MSE = 0.8.

## Variable 449 added with crit = 912.09, MSE = 0.796.

## Variable 452 added with crit = 910.6, MSE = 0.793.

## Variable 469 added with crit = 909.63, MSE = 0.79.

## Variable 472 added with crit = 908.03, MSE = 0.786.

## Variable 483 added with crit = 907.16, MSE = 0.783.

## Variable 491 added with crit = 906.69, MSE = 0.781.

## Variable 498 added with crit = 905.69, MSE = 0.778.

## Variable 512 added with crit = 904.28, MSE = 0.774.

## Variable 515 added with crit = 901.46, MSE = 0.769.

## Variable 524 added with crit = 897.88, MSE = 0.764.

## Variable 532 added with crit = 896.73, MSE = 0.761.

## Variable 533 added with crit = 895.79, MSE = 0.758.

## Variable 538 added with crit = 895.52, MSE = 0.756.

## Done.

## Starting the fast-forward, 0 variables, crit = 60.82, MSE = 1.063.

## Variable 2 added with crit = 55.41, MSE = 1.055.

## Variable 3 added with crit = 43, MSE = 1.04.

## Variable 4 added with crit = 28.61, MSE = 1.023.

## Variable 5 added with crit = 15.69, MSE = 1.008.

## Variable 6 added with crit = 10.41, MSE = 1.

## Variable 37 added with crit = 10.27, MSE = 0.998.

## Variable 52 added with crit = 6.41, MSE = 0.992.

## Variable 64 added with crit = 6.4, MSE = 0.99.

## Variable 68 added with crit = 0.96, MSE = 0.983.

## Variable 97 added with crit = 0.14, MSE = 0.98.

## Variable 103 added with crit = -2.64, MSE = 0.976.

## Variable 112 added with crit = -2.89, MSE = 0.973.

## Variable 126 added with crit = -4.76, MSE = 0.97.

## Variable 131 added with crit = -7.21, MSE = 0.965.

## Variable 146 added with crit = -13.01, MSE = 0.958.

## Variable 148 added with crit = -13.31, MSE = 0.956.

## Variable 153 added with crit = -15.25, MSE = 0.952.

## Variable 155 added with crit = -17.95, MSE = 0.947.

## Variable 159 added with crit = -21.39, MSE = 0.942.

## Variable 169 added with crit = -22.14, MSE = 0.94.

## Variable 176 added with crit = -24.25, MSE = 0.936.

## Variable 179 added with crit = -34.08, MSE = 0.925.

## Variable 198 added with crit = -38.38, MSE = 0.919.

## Variable 201 added with crit = -39.72, MSE = 0.916.

## Variable 203 added with crit = -41.62, MSE = 0.912.

## Variable 206 added with crit = -42.12, MSE = 0.91.

## Variable 209 added with crit = -43.06, MSE = 0.907.

## Variable 223 added with crit = -43.32, MSE = 0.905.

## Variable 225 added with crit = -44.33, MSE = 0.903.

## Variable 234 added with crit = -45.31, MSE = 0.9.

## Variable 254 added with crit = -45.72, MSE = 0.898.

## Variable 255 added with crit = -50.62, MSE = 0.892.

## Variable 271 added with crit = -50.78, MSE = 0.89.

## Variable 274 added with crit = -51.07, MSE = 0.888.

## Variable 278 added with crit = -51.2, MSE = 0.886.

## Variable 279 added with crit = -52.78, MSE = 0.883.

## Variable 291 added with crit = -53.14, MSE = 0.881.

## Variable 297 added with crit = -53.77, MSE = 0.878.

## Variable 301 added with crit = -56.24, MSE = 0.874.

## Variable 303 added with crit = -56.95, MSE = 0.872.

## Variable 308 added with crit = -57.54, MSE = 0.87.

## Variable 312 added with crit = -57.91, MSE = 0.868.

## Variable 316 added with crit = -64.45, MSE = 0.86.

## Variable 318 added with crit = -65.8, MSE = 0.857.

## Variable 322 added with crit = -71.04, MSE = 0.851.

## Variable 329 added with crit = -73.41, MSE = 0.848.

## Variable 331 added with crit = -75.08, MSE = 0.844.

## Variable 333 added with crit = -75.5, MSE = 0.842.

## Variable 335 added with crit = -76.39, MSE = 0.84.

## Variable 347 added with crit = -78.78, MSE = 0.836.

## Variable 353 added with crit = -78.93, MSE = 0.834.

## Variable 359 added with crit = -79.12, MSE = 0.833.

## Variable 362 added with crit = -81.35, MSE = 0.829.

## Variable 374 added with crit = -84.59, MSE = 0.825.

## Variable 375 added with crit = -85.63, MSE = 0.822.

## Variable 380 added with crit = -85.74, MSE = 0.821.

## Variable 384 added with crit = -90.89, MSE = 0.815.

## Variable 395 added with crit = -94.36, MSE = 0.81.

## Variable 396 added with crit = -94.8, MSE = 0.808.

## Variable 397 added with crit = -94.92, MSE = 0.807.

## Variable 405 added with crit = -97.17, MSE = 0.803.

## Variable 415 added with crit = -98.74, MSE = 0.8.

## Variable 420 added with crit = -102.34, MSE = 0.796.

## Variable 432 added with crit = -103.02, MSE = 0.794.

## Variable 437 added with crit = -107.69, MSE = 0.788.

## Variable 442 added with crit = -109.45, MSE = 0.785.

## Variable 449 added with crit = -112.08, MSE = 0.782.

## Variable 452 added with crit = -114.43, MSE = 0.778.

## Variable 454 added with crit = -114.88, MSE = 0.777.

## Variable 467 added with crit = -115.17, MSE = 0.775.

## Done.

## Starting the fast-forward, 0 variables, crit = 1087.9, MSE = 1.088.

## Variable 2 added with crit = 1068.21, MSE = 1.066.

## Variable 3 added with crit = 1064.44, MSE = 1.06.

## Variable 4 added with crit = 1059.76, MSE = 1.054.

## Variable 5 added with crit = 1046.2, MSE = 1.038.

## Variable 6 added with crit = 1043.01, MSE = 1.033.

## Variable 17 added with crit = 1042.55, MSE = 1.031.

## Variable 19 added with crit = 1042.32, MSE = 1.028.

## Variable 27 added with crit = 1042.06, MSE = 1.026.

## Variable 34 added with crit = 1041.42, MSE = 1.023.

## Variable 45 added with crit = 1037.14, MSE = 1.017.

## Variable 51 added with crit = 1036.17, MSE = 1.014.

## Variable 52 added with crit = 1035.84, MSE = 1.012.

## Variable 53 added with crit = 1032.72, MSE = 1.007.

## Variable 65 added with crit = 1031.48, MSE = 1.003.

## Variable 68 added with crit = 1029.98, MSE = 1.

## Variable 75 added with crit = 1028.46, MSE = 0.996.

## Variable 78 added with crit = 1027.25, MSE = 0.993.

## Variable 82 added with crit = 1026.51, MSE = 0.991.

## Variable 85 added with crit = 1026.26, MSE = 0.988.

## Variable 94 added with crit = 1022.51, MSE = 0.983.

## Variable 96 added with crit = 1022.48, MSE = 0.98.

## Variable 97 added with crit = 1020.64, MSE = 0.977.

## Variable 120 added with crit = 1015.24, MSE = 0.969.

## Variable 129 added with crit = 1010.87, MSE = 0.963.

## Variable 135 added with crit = 1009.57, MSE = 0.96.

## Variable 138 added with crit = 1008.67, MSE = 0.957.

## Variable 139 added with crit = 1008.24, MSE = 0.954.

## Variable 144 added with crit = 1002.66, MSE = 0.947.

## Variable 182 added with crit = 1002.45, MSE = 0.944.

## Variable 195 added with crit = 1001.47, MSE = 0.941.

## Variable 196 added with crit = 1000.9, MSE = 0.939.

## Variable 197 added with crit = 998.81, MSE = 0.935.

## Variable 206 added with crit = 998.69, MSE = 0.933.

## Variable 207 added with crit = 996.36, MSE = 0.928.

## Variable 218 added with crit = 994.11, MSE = 0.924.

## Variable 221 added with crit = 991.4, MSE = 0.919.

## Variable 226 added with crit = 989.35, MSE = 0.915.

## Variable 229 added with crit = 987.53, MSE = 0.912.

## Variable 231 added with crit = 986.59, MSE = 0.909.

## Variable 237 added with crit = 986.07, MSE = 0.906.

## Variable 241 added with crit = 985.09, MSE = 0.903.

## Variable 245 added with crit = 982.51, MSE = 0.899.

## Variable 255 added with crit = 980.11, MSE = 0.894.

## Variable 257 added with crit = 975.58, MSE = 0.888.

## Variable 266 added with crit = 971.91, MSE = 0.882.

## Variable 275 added with crit = 970.25, MSE = 0.878.

## Variable 302 added with crit = 970.22, MSE = 0.876.

## Variable 311 added with crit = 969.66, MSE = 0.874.

## Variable 315 added with crit = 966.92, MSE = 0.869.

## Variable 342 added with crit = 962.39, MSE = 0.862.

## Variable 364 added with crit = 957.29, MSE = 0.855.

## Variable 377 added with crit = 956.62, MSE = 0.853.

## Variable 383 added with crit = 956.46, MSE = 0.85.

## Variable 391 added with crit = 955.42, MSE = 0.847.

## Variable 400 added with crit = 954.31, MSE = 0.844.

## Variable 401 added with crit = 954, MSE = 0.842.

## Variable 405 added with crit = 953.74, MSE = 0.84.

## Variable 411 added with crit = 952.1, MSE = 0.836.

## Variable 421 added with crit = 951.93, MSE = 0.834.

## Variable 424 added with crit = 951.47, MSE = 0.831.

## Variable 440 added with crit = 942.94, MSE = 0.821.

## Variable 454 added with crit = 941.82, MSE = 0.818.

## Variable 457 added with crit = 941.42, MSE = 0.815.

## Variable 461 added with crit = 940.32, MSE = 0.812.

## Variable 462 added with crit = 940.15, MSE = 0.81.

## Variable 469 added with crit = 939.91, MSE = 0.808.

## Variable 491 added with crit = 936.9, MSE = 0.803.

## Variable 503 added with crit = 936.56, MSE = 0.801.

## Variable 504 added with crit = 935.98, MSE = 0.798.

## Variable 505 added with crit = 931.89, MSE = 0.792.

## Done.

## Starting the fast-forward, 0 variables, crit = 84.25, MSE = 1.088.

## Variable 2 added with crit = 66.11, MSE = 1.066.

## Variable 3 added with crit = 62.69, MSE = 1.06.

## Variable 4 added with crit = 58.37, MSE = 1.054.

## Variable 5 added with crit = 45.49, MSE = 1.038.

## Variable 6 added with crit = 42.47, MSE = 1.033.

## Variable 17 added with crit = 42.09, MSE = 1.031.

## Variable 19 added with crit = 41.93, MSE = 1.028.

## Variable 27 added with crit = 41.73, MSE = 1.026.

## Variable 34 added with crit = 41.15, MSE = 1.023.

## Variable 45 added with crit = 37, MSE = 1.017.

## Variable 51 added with crit = 36.07, MSE = 1.014.

## Variable 52 added with crit = 35.78, MSE = 1.012.

## Variable 53 added with crit = 32.7, MSE = 1.007.

## Variable 65 added with crit = 31.47, MSE = 1.003.

## Variable 68 added with crit = 29.98, MSE = 1.

## Variable 75 added with crit = 28.46, MSE = 0.996.

## Variable 78 added with crit = 27.22, MSE = 0.993.

## Variable 82 added with crit = 26.46, MSE = 0.991.

## Variable 85 added with crit = 26.19, MSE = 0.988.

## Variable 94 added with crit = 22.35, MSE = 0.983.

## Variable 96 added with crit = 22.28, MSE = 0.98.

## Variable 97 added with crit = 20.36, MSE = 0.977.

## Variable 120 added with crit = 14.76, MSE = 0.969.

## Variable 129 added with crit = 10.16, MSE = 0.963.

## Variable 130 added with crit = 10.1, MSE = 0.961.

## Variable 135 added with crit = 8.71, MSE = 0.958.

## Variable 138 added with crit = 7.84, MSE = 0.955.

## Variable 139 added with crit = 7.39, MSE = 0.953.

## Variable 144 added with crit = 1.28, MSE = 0.945.

## Variable 152 added with crit = 1.19, MSE = 0.943.

## Variable 182 added with crit = 0.47, MSE = 0.94.

## Variable 195 added with crit = -0.6, MSE = 0.937.

## Variable 196 added with crit = -0.73, MSE = 0.935.

## Variable 197 added with crit = -2.97, MSE = 0.931.

## Variable 206 added with crit = -3.17, MSE = 0.929.

## Variable 207 added with crit = -5.86, MSE = 0.925.

## Variable 218 added with crit = -8.42, MSE = 0.921.

## Variable 221 added with crit = -11.71, MSE = 0.916.

## Variable 223 added with crit = -11.87, MSE = 0.914.

## Variable 226 added with crit = -14.22, MSE = 0.91.

## Variable 227 added with crit = -14.34, MSE = 0.908.

## Variable 229 added with crit = -16.71, MSE = 0.904.

## Variable 231 added with crit = -18.43, MSE = 0.901.

## Variable 237 added with crit = -19.18, MSE = 0.898.

## Variable 241 added with crit = -20.52, MSE = 0.895.

## Variable 245 added with crit = -24.08, MSE = 0.89.

## Variable 255 added with crit = -26.51, MSE = 0.886.

## Variable 257 added with crit = -31.89, MSE = 0.88.

## Variable 266 added with crit = -36.1, MSE = 0.874.

## Variable 275 added with crit = -38.37, MSE = 0.871.

## Variable 296 added with crit = -38.51, MSE = 0.869.

## Variable 302 added with crit = -39.42, MSE = 0.866.

## Variable 311 added with crit = -40.81, MSE = 0.863.

## Variable 315 added with crit = -44.25, MSE = 0.859.

## Variable 342 added with crit = -49.04, MSE = 0.853.

## Variable 363 added with crit = -49.34, MSE = 0.851.

## Variable 364 added with crit = -55.1, MSE = 0.844.

## Variable 370 added with crit = -55.21, MSE = 0.843.

## Variable 377 added with crit = -56.6, MSE = 0.84.

## Variable 383 added with crit = -56.99, MSE = 0.838.

## Variable 391 added with crit = -58.82, MSE = 0.835.

## Variable 400 added with crit = -60.06, MSE = 0.832.

## Variable 401 added with crit = -60.56, MSE = 0.83.

## Variable 405 added with crit = -61.25, MSE = 0.828.

## Variable 411 added with crit = -62.68, MSE = 0.825.

## Variable 421 added with crit = -63.43, MSE = 0.822.

## Variable 424 added with crit = -64.98, MSE = 0.82.

## Variable 434 added with crit = -65, MSE = 0.818.

## Variable 440 added with crit = -76.27, MSE = 0.807.

## Variable 442 added with crit = -76.91, MSE = 0.805.

## Done.

## Starting the fast-forward, 0 variables, crit = 1030.3, MSE = 1.03.

## Variable 2 added with crit = 1029.43, MSE = 1.027.

## Variable 3 added with crit = 1008.05, MSE = 1.004.

## Variable 4 added with crit = 997.58, MSE = 0.992.

## Variable 5 added with crit = 976.95, MSE = 0.969.

## Variable 9 added with crit = 976.54, MSE = 0.967.

## Variable 15 added with crit = 975.91, MSE = 0.964.

## Variable 20 added with crit = 975.82, MSE = 0.962.

## Variable 24 added with crit = 975.75, MSE = 0.96.

## Variable 25 added with crit = 973, MSE = 0.955.

## Variable 31 added with crit = 971.39, MSE = 0.951.

## Variable 32 added with crit = 970.19, MSE = 0.948.

## Variable 47 added with crit = 969.3, MSE = 0.945.

## Variable 49 added with crit = 968.92, MSE = 0.943.

## Variable 54 added with crit = 967.57, MSE = 0.94.

## Variable 57 added with crit = 964.81, MSE = 0.935.

## Variable 63 added with crit = 963.61, MSE = 0.932.

## Variable 68 added with crit = 962.35, MSE = 0.928.

## Variable 70 added with crit = 961.79, MSE = 0.926.

## Variable 73 added with crit = 958.52, MSE = 0.921.

## Variable 78 added with crit = 956.92, MSE = 0.917.

## Variable 80 added with crit = 955.53, MSE = 0.914.

## Variable 81 added with crit = 947.8, MSE = 0.904.

## Variable 85 added with crit = 947.64, MSE = 0.902.

## Variable 88 added with crit = 947.26, MSE = 0.899.

## Variable 101 added with crit = 945.95, MSE = 0.896.

## Variable 110 added with crit = 945.76, MSE = 0.894.

## Variable 113 added with crit = 943.85, MSE = 0.89.

## Variable 118 added with crit = 943.73, MSE = 0.888.

## Variable 121 added with crit = 942.77, MSE = 0.885.

## Variable 124 added with crit = 940.03, MSE = 0.88.

## Variable 131 added with crit = 939.23, MSE = 0.877.

## Variable 136 added with crit = 938.49, MSE = 0.874.

## Variable 143 added with crit = 934.64, MSE = 0.869.

## Variable 160 added with crit = 934.41, MSE = 0.866.

## Variable 161 added with crit = 933.34, MSE = 0.863.

## Variable 178 added with crit = 930.3, MSE = 0.858.

## Variable 179 added with crit = 928.46, MSE = 0.854.

## Variable 187 added with crit = 928.11, MSE = 0.852.

## Variable 216 added with crit = 923.83, MSE = 0.846.

## Variable 226 added with crit = 923.25, MSE = 0.843.

## Variable 229 added with crit = 921.95, MSE = 0.84.

## Variable 232 added with crit = 921.37, MSE = 0.837.

## Variable 233 added with crit = 918.82, MSE = 0.833.

## Variable 234 added with crit = 917.23, MSE = 0.829.

## Variable 239 added with crit = 916.97, MSE = 0.827.

## Variable 243 added with crit = 915.32, MSE = 0.823.

## Variable 256 added with crit = 915.01, MSE = 0.821.

## Variable 266 added with crit = 914.94, MSE = 0.819.

## Variable 272 added with crit = 912.62, MSE = 0.815.

## Variable 273 added with crit = 910.18, MSE = 0.81.

## Variable 276 added with crit = 908.68, MSE = 0.807.

## Variable 282 added with crit = 908.56, MSE = 0.805.

## Variable 287 added with crit = 907.31, MSE = 0.801.

## Variable 300 added with crit = 902.94, MSE = 0.795.

## Variable 333 added with crit = 902.88, MSE = 0.793.

## Variable 338 added with crit = 902.33, MSE = 0.79.

## Variable 343 added with crit = 901.11, MSE = 0.787.

## Variable 359 added with crit = 900.18, MSE = 0.784.

## Variable 362 added with crit = 900.17, MSE = 0.782.

## Variable 368 added with crit = 899.68, MSE = 0.78.

## Variable 378 added with crit = 897.61, MSE = 0.776.

## Variable 384 added with crit = 895.99, MSE = 0.772.

## Variable 386 added with crit = 895.59, MSE = 0.77.

## Variable 412 added with crit = 895.27, MSE = 0.767.

## Variable 417 added with crit = 893.97, MSE = 0.764.

## Variable 418 added with crit = 893.39, MSE = 0.761.

## Variable 426 added with crit = 892.9, MSE = 0.759.

## Variable 436 added with crit = 892.03, MSE = 0.756.

## Variable 443 added with crit = 891.3, MSE = 0.753.

## Variable 460 added with crit = 890.63, MSE = 0.751.

## Done.

## Starting the fast-forward, 0 variables, crit = 29.85, MSE = 1.03.

## Variable 2 added with crit = 29.06, MSE = 1.027.

## Variable 3 added with crit = 8.04, MSE = 1.004.

## Variable 4 added with crit = -2.46, MSE = 0.992.

## Variable 5 added with crit = -23.55, MSE = 0.969.

## Variable 9 added with crit = -24.03, MSE = 0.967.

## Variable 15 added with crit = -24.75, MSE = 0.964.

## Variable 20 added with crit = -24.93, MSE = 0.962.

## Variable 24 added with crit = -25.08, MSE = 0.96.

## Variable 25 added with crit = -28.04, MSE = 0.955.

## Variable 31 added with crit = -29.83, MSE = 0.951.

## Variable 32 added with crit = -31.2, MSE = 0.948.

## Variable 35 added with crit = -31.25, MSE = 0.946.

## Variable 47 added with crit = -32.28, MSE = 0.943.

## Variable 49 added with crit = -32.71, MSE = 0.941.

## Variable 54 added with crit = -34.22, MSE = 0.938.

## Variable 57 added with crit = -37.47, MSE = 0.933.

## Variable 63 added with crit = -38.74, MSE = 0.93.

## Variable 68 added with crit = -40.16, MSE = 0.927.

## Variable 70 added with crit = -40.9, MSE = 0.924.

## Variable 73 added with crit = -44.84, MSE = 0.919.

## Variable 78 added with crit = -46.67, MSE = 0.915.

## Variable 80 added with crit = -48.37, MSE = 0.912.

## Variable 81 added with crit = -56.56, MSE = 0.903.

## Variable 85 added with crit = -56.9, MSE = 0.9.

## Variable 88 added with crit = -57.39, MSE = 0.898.

## Variable 101 added with crit = -59.02, MSE = 0.895.

## Variable 110 added with crit = -59.57, MSE = 0.893.

## Variable 113 added with crit = -62.05, MSE = 0.889.

## Variable 117 added with crit = -62.06, MSE = 0.887.

## Variable 118 added with crit = -62.37, MSE = 0.885.

## Variable 121 added with crit = -63.57, MSE = 0.882.

## Variable 124 added with crit = -67.03, MSE = 0.877.

## Variable 125 added with crit = -67.31, MSE = 0.875.

## Variable 131 added with crit = -68.63, MSE = 0.872.

## Variable 136 added with crit = -69.56, MSE = 0.87.

## Variable 143 added with crit = -73.73, MSE = 0.864.

## Variable 160 added with crit = -74.34, MSE = 0.862.

## Variable 161 added with crit = -75.94, MSE = 0.859.

## Variable 162 added with crit = -76.02, MSE = 0.857.

## Variable 178 added with crit = -80.48, MSE = 0.852.

## Variable 179 added with crit = -83.59, MSE = 0.847.

## Variable 183 added with crit = -83.74, MSE = 0.846.

## Variable 187 added with crit = -84.12, MSE = 0.844.

## Variable 201 added with crit = -84.47, MSE = 0.842.

## Variable 210 added with crit = -85.13, MSE = 0.839.

## Variable 216 added with crit = -90.88, MSE = 0.833.

## Variable 218 added with crit = -91.06, MSE = 0.831.

## Variable 226 added with crit = -92.67, MSE = 0.828.

## Variable 229 added with crit = -95.18, MSE = 0.824.

## Variable 232 added with crit = -96.1, MSE = 0.822.

## Variable 233 added with crit = -100.45, MSE = 0.817.

## Variable 234 added with crit = -102.42, MSE = 0.813.

## Variable 239 added with crit = -103.53, MSE = 0.811.

## Variable 243 added with crit = -105.41, MSE = 0.808.

## Variable 244 added with crit = -105.48, MSE = 0.806.

## Variable 250 added with crit = -106.15, MSE = 0.804.

## Variable 256 added with crit = -107.81, MSE = 0.801.

## Variable 263 added with crit = -109.18, MSE = 0.798.

## Variable 266 added with crit = -109.44, MSE = 0.797.

## Variable 272 added with crit = -111.93, MSE = 0.793.

## Variable 273 added with crit = -115.26, MSE = 0.789.

## Variable 276 added with crit = -117.49, MSE = 0.785.

## Variable 282 added with crit = -118.64, MSE = 0.783.

## Variable 287 added with crit = -121.19, MSE = 0.779.

## Variable 300 added with crit = -126.53, MSE = 0.774.

## Variable 305 added with crit = -126.8, MSE = 0.772.

## Variable 306 added with crit = -127.17, MSE = 0.77.

## Variable 333 added with crit = -128.05, MSE = 0.768.

## Variable 337 added with crit = -128.47, MSE = 0.766.

## Variable 338 added with crit = -129.86, MSE = 0.763.

## Done.

## Starting the fast-forward, 0 variables, crit = 1031.91, MSE = 1.032.

## Variable 2 added with crit = 1016.3, MSE = 1.014.

## Variable 3 added with crit = 1008.32, MSE = 1.004.

## Variable 4 added with crit = 998.04, MSE = 0.992.

## Variable 5 added with crit = 984.76, MSE = 0.977.

## Variable 6 added with crit = 978.2, MSE = 0.968.

## Variable 23 added with crit = 977.28, MSE = 0.965.

## Variable 29 added with crit = 973.43, MSE = 0.959.

## Variable 34 added with crit = 971.59, MSE = 0.956.

## Variable 38 added with crit = 969.81, MSE = 0.952.

## Variable 45 added with crit = 968.07, MSE = 0.948.

## Variable 55 added with crit = 960.23, MSE = 0.938.

## Variable 59 added with crit = 958.88, MSE = 0.935.

## Variable 73 added with crit = 956.72, MSE = 0.931.

## Variable 84 added with crit = 956.69, MSE = 0.929.

## Variable 87 added with crit = 954.74, MSE = 0.925.

## Variable 105 added with crit = 949.2, MSE = 0.917.

## Variable 109 added with crit = 948.2, MSE = 0.914.

## Variable 115 added with crit = 947.83, MSE = 0.912.

## Variable 139 added with crit = 947.79, MSE = 0.91.

## Variable 140 added with crit = 943.13, MSE = 0.903.

## Variable 148 added with crit = 942.11, MSE = 0.9.

## Variable 155 added with crit = 940.63, MSE = 0.897.

## Variable 171 added with crit = 939.14, MSE = 0.893.

## Variable 183 added with crit = 937.58, MSE = 0.89.

## Variable 196 added with crit = 937.03, MSE = 0.887.

## Variable 209 added with crit = 936.98, MSE = 0.885.

## Variable 225 added with crit = 935.86, MSE = 0.882.

## Variable 228 added with crit = 933.51, MSE = 0.878.

## Variable 243 added with crit = 933.48, MSE = 0.875.

## Variable 245 added with crit = 933.41, MSE = 0.873.

## Variable 248 added with crit = 931.05, MSE = 0.869.

## Variable 252 added with crit = 930.48, MSE = 0.866.

## Variable 253 added with crit = 930.46, MSE = 0.864.

## Variable 263 added with crit = 929.69, MSE = 0.862.

## Variable 264 added with crit = 929.37, MSE = 0.859.

## Variable 283 added with crit = 928.91, MSE = 0.857.

## Variable 286 added with crit = 928.4, MSE = 0.854.

## Variable 304 added with crit = 925.91, MSE = 0.85.

## Variable 312 added with crit = 925.04, MSE = 0.847.

## Variable 314 added with crit = 923.73, MSE = 0.844.

## Variable 333 added with crit = 923.13, MSE = 0.841.

## Variable 346 added with crit = 921.41, MSE = 0.837.

## Variable 358 added with crit = 921.17, MSE = 0.835.

## Variable 371 added with crit = 920.91, MSE = 0.833.

## Variable 372 added with crit = 919.52, MSE = 0.83.

## Variable 376 added with crit = 919, MSE = 0.827.

## Variable 387 added with crit = 916.39, MSE = 0.822.

## Variable 389 added with crit = 914.95, MSE = 0.819.

## Variable 390 added with crit = 911.22, MSE = 0.813.

## Variable 391 added with crit = 910.09, MSE = 0.81.

## Variable 397 added with crit = 908.97, MSE = 0.807.

## Variable 404 added with crit = 908.26, MSE = 0.804.

## Variable 409 added with crit = 908.14, MSE = 0.802.

## Variable 412 added with crit = 907.36, MSE = 0.799.

## Variable 414 added with crit = 907.15, MSE = 0.797.

## Variable 420 added with crit = 906.67, MSE = 0.795.

## Variable 429 added with crit = 905.91, MSE = 0.792.

## Variable 435 added with crit = 904.59, MSE = 0.789.

## Variable 440 added with crit = 904.09, MSE = 0.786.

## Variable 444 added with crit = 902.6, MSE = 0.783.

## Variable 446 added with crit = 902.38, MSE = 0.78.

## Variable 454 added with crit = 899.87, MSE = 0.776.

## Variable 464 added with crit = 899.74, MSE = 0.774.

## Variable 465 added with crit = 897.32, MSE = 0.769.

## Variable 467 added with crit = 897.19, MSE = 0.767.

## Variable 472 added with crit = 895.47, MSE = 0.763.

## Variable 495 added with crit = 892.98, MSE = 0.759.

## Variable 504 added with crit = 890.5, MSE = 0.755.

## Variable 510 added with crit = 888.18, MSE = 0.75.

## Variable 529 added with crit = 888.06, MSE = 0.748.

## Done.

## Starting the fast-forward, 0 variables, crit = 31.41, MSE = 1.032.

## Variable 2 added with crit = 16.19, MSE = 1.014.

## Variable 3 added with crit = 8.31, MSE = 1.004.

## Variable 4 added with crit = -1.99, MSE = 0.992.

## Variable 5 added with crit = -15.52, MSE = 0.977.

## Variable 6 added with crit = -22.31, MSE = 0.968.

## Variable 23 added with crit = -23.34, MSE = 0.965.

## Variable 29 added with crit = -27.41, MSE = 0.959.

## Variable 34 added with crit = -29.43, MSE = 0.956.

## Variable 38 added with crit = -31.39, MSE = 0.952.

## Variable 45 added with crit = -33.32, MSE = 0.948.

## Variable 55 added with crit = -41.76, MSE = 0.938.

## Variable 59 added with crit = -43.34, MSE = 0.935.

## Variable 73 added with crit = -45.8, MSE = 0.931.

## Variable 84 added with crit = -45.98, MSE = 0.929.

## Variable 87 added with crit = -48.24, MSE = 0.925.

## Variable 105 added with crit = -54.43, MSE = 0.917.

## Variable 109 added with crit = -55.7, MSE = 0.914.

## Variable 115 added with crit = -56.3, MSE = 0.912.

## Variable 139 added with crit = -56.54, MSE = 0.91.

## Variable 140 added with crit = -61.89, MSE = 0.903.

## Variable 148 added with crit = -63.24, MSE = 0.9.

## Variable 155 added with crit = -65.12, MSE = 0.897.

## Variable 161 added with crit = -65.32, MSE = 0.895.

## Variable 171 added with crit = -67.08, MSE = 0.891.

## Variable 183 added with crit = -69.02, MSE = 0.888.

## Variable 196 added with crit = -69.72, MSE = 0.885.

## Variable 209 added with crit = -70.01, MSE = 0.883.

## Variable 213 added with crit = -70.15, MSE = 0.881.

## Variable 220 added with crit = -70.27, MSE = 0.88.

## Variable 225 added with crit = -72.04, MSE = 0.876.

## Variable 228 added with crit = -74.88, MSE = 0.872.

## Variable 243 added with crit = -75.11, MSE = 0.87.

## Variable 245 added with crit = -75.93, MSE = 0.868.

## Variable 248 added with crit = -78.71, MSE = 0.864.

## Variable 252 added with crit = -79.8, MSE = 0.861.

## Variable 253 added with crit = -80.21, MSE = 0.859.

## Variable 263 added with crit = -80.85, MSE = 0.857.

## Variable 264 added with crit = -81.96, MSE = 0.854.

## Variable 283 added with crit = -83.52, MSE = 0.851.

## Variable 286 added with crit = -83.97, MSE = 0.849.

## Variable 291 added with crit = -84.73, MSE = 0.846.

## Variable 304 added with crit = -88.15, MSE = 0.842.

## Variable 306 added with crit = -88.45, MSE = 0.84.

## Variable 312 added with crit = -89.88, MSE = 0.837.

## Variable 314 added with crit = -92.28, MSE = 0.833.

## Variable 327 added with crit = -92.81, MSE = 0.831.

## Variable 333 added with crit = -93.29, MSE = 0.829.

## Variable 339 added with crit = -93.75, MSE = 0.827.

## Variable 346 added with crit = -95.63, MSE = 0.824.

## Variable 358 added with crit = -96.23, MSE = 0.822.

## Variable 364 added with crit = -96.36, MSE = 0.82.

## Variable 368 added with crit = -96.43, MSE = 0.818.

## Variable 371 added with crit = -97.04, MSE = 0.816.

## Variable 372 added with crit = -99.96, MSE = 0.812.

## Variable 376 added with crit = -100.1, MSE = 0.811.

## Variable 386 added with crit = -100.33, MSE = 0.809.

## Variable 387 added with crit = -102.87, MSE = 0.805.

## Variable 389 added with crit = -105.78, MSE = 0.801.

## Variable 390 added with crit = -110.74, MSE = 0.796.

## Variable 391 added with crit = -112.62, MSE = 0.792.

## Variable 397 added with crit = -114.41, MSE = 0.789.

## Variable 404 added with crit = -115.41, MSE = 0.787.

## Variable 409 added with crit = -115.83, MSE = 0.785.

## Variable 412 added with crit = -117.1, MSE = 0.783.

## Variable 414 added with crit = -118.8, MSE = 0.78.

## Variable 418 added with crit = -119.65, MSE = 0.778.

## Variable 420 added with crit = -120.46, MSE = 0.775.

## Variable 429 added with crit = -122.19, MSE = 0.772.

## Variable 435 added with crit = -123.76, MSE = 0.77.

## Variable 440 added with crit = -124.81, MSE = 0.767.

## Done.

## Starting the fast-forward, 0 variables, crit = 1057.91, MSE = 1.058.

## Variable 2 added with crit = 1031.92, MSE = 1.03.

## Variable 3 added with crit = 1019.38, MSE = 1.015.

## Variable 4 added with crit = 1003.04, MSE = 0.997.

## Variable 5 added with crit = 1002.69, MSE = 0.995.

## Variable 6 added with crit = 1000.58, MSE = 0.991.

## Variable 19 added with crit = 996.75, MSE = 0.985.

## Variable 22 added with crit = 996.68, MSE = 0.983.

## Variable 23 added with crit = 996.57, MSE = 0.981.

## Variable 24 added with crit = 994.82, MSE = 0.977.

## Variable 27 added with crit = 990.97, MSE = 0.971.

## Variable 36 added with crit = 986.65, MSE = 0.965.

## Variable 44 added with crit = 985.86, MSE = 0.962.

## Variable 59 added with crit = 985.53, MSE = 0.96.

## Variable 61 added with crit = 985.46, MSE = 0.957.

## Variable 64 added with crit = 981.61, MSE = 0.952.

## Variable 66 added with crit = 980.99, MSE = 0.949.

## Variable 67 added with crit = 977.58, MSE = 0.944.

## Variable 70 added with crit = 974.56, MSE = 0.939.

## Variable 73 added with crit = 974.27, MSE = 0.936.

## Variable 80 added with crit = 972.27, MSE = 0.932.

## Variable 86 added with crit = 971.34, MSE = 0.929.

## Variable 90 added with crit = 969.39, MSE = 0.925.

## Variable 92 added with crit = 969.35, MSE = 0.923.

## Variable 94 added with crit = 969.06, MSE = 0.921.

## Variable 96 added with crit = 967.74, MSE = 0.918.

## Variable 97 added with crit = 966.82, MSE = 0.915.

## Variable 100 added with crit = 965.11, MSE = 0.911.

## Variable 101 added with crit = 959.5, MSE = 0.903.

## Variable 113 added with crit = 957.87, MSE = 0.9.

## Variable 114 added with crit = 956.67, MSE = 0.897.

## Variable 121 added with crit = 954.21, MSE = 0.892.

## Variable 130 added with crit = 954.19, MSE = 0.89.

## Variable 134 added with crit = 950.65, MSE = 0.885.

## Variable 135 added with crit = 949.87, MSE = 0.882.

## Variable 136 added with crit = 949.07, MSE = 0.879.

## Variable 151 added with crit = 948.69, MSE = 0.877.

## Variable 152 added with crit = 947.29, MSE = 0.873.

## Variable 154 added with crit = 947.21, MSE = 0.871.

## Variable 158 added with crit = 946.43, MSE = 0.868.

## Variable 162 added with crit = 945.94, MSE = 0.866.

## Variable 171 added with crit = 941.95, MSE = 0.86.

## Variable 173 added with crit = 939.19, MSE = 0.855.

## Variable 183 added with crit = 936.25, MSE = 0.85.

## Variable 186 added with crit = 932.88, MSE = 0.845.

## Variable 194 added with crit = 932.5, MSE = 0.842.

## Variable 195 added with crit = 932.35, MSE = 0.84.

## Variable 205 added with crit = 931.94, MSE = 0.838.

## Variable 207 added with crit = 931.06, MSE = 0.835.

## Variable 231 added with crit = 930.09, MSE = 0.832.

## Variable 242 added with crit = 928.54, MSE = 0.829.

## Variable 245 added with crit = 926.86, MSE = 0.825.

## Variable 253 added with crit = 925.96, MSE = 0.822.

## Variable 257 added with crit = 925.56, MSE = 0.82.

## Variable 258 added with crit = 925.3, MSE = 0.817.

## Variable 260 added with crit = 923.74, MSE = 0.814.

## Variable 264 added with crit = 919.46, MSE = 0.807.

## Variable 267 added with crit = 919.01, MSE = 0.805.

## Variable 279 added with crit = 918.51, MSE = 0.803.

## Variable 287 added with crit = 917.3, MSE = 0.799.

## Variable 290 added with crit = 916.77, MSE = 0.797.

## Variable 298 added with crit = 915.1, MSE = 0.793.

## Variable 304 added with crit = 911.58, MSE = 0.788.

## Variable 317 added with crit = 910.48, MSE = 0.784.

## Variable 318 added with crit = 908.17, MSE = 0.78.

## Variable 321 added with crit = 907.23, MSE = 0.777.

## Variable 326 added with crit = 904.35, MSE = 0.772.

## Variable 333 added with crit = 904.25, MSE = 0.77.

## Variable 337 added with crit = 903.5, MSE = 0.767.

## Variable 360 added with crit = 902.95, MSE = 0.765.

## Variable 366 added with crit = 900.71, MSE = 0.761.

## Done.

## Starting the fast-forward, 0 variables, crit = 56.29, MSE = 1.058.

## Variable 2 added with crit = 31.48, MSE = 1.03.

## Variable 3 added with crit = 19.26, MSE = 1.015.

## Variable 4 added with crit = 3.04, MSE = 0.997.

## Variable 5 added with crit = 2.68, MSE = 0.995.

## Variable 6 added with crit = 0.54, MSE = 0.991.

## Variable 19 added with crit = -3.37, MSE = 0.985.

## Variable 22 added with crit = -3.47, MSE = 0.983.

## Variable 23 added with crit = -3.62, MSE = 0.981.

## Variable 24 added with crit = -5.46, MSE = 0.977.

## Variable 27 added with crit = -9.46, MSE = 0.971.

## Variable 36 added with crit = -13.99, MSE = 0.965.

## Variable 44 added with crit = -14.88, MSE = 0.962.

## Variable 59 added with crit = -15.32, MSE = 0.96.

## Variable 61 added with crit = -15.47, MSE = 0.957.

## Variable 64 added with crit = -19.6, MSE = 0.952.

## Variable 66 added with crit = -20.36, MSE = 0.949.

## Variable 67 added with crit = -24.07, MSE = 0.944.

## Variable 70 added with crit = -27.41, MSE = 0.939.

## Variable 73 added with crit = -27.85, MSE = 0.936.

## Variable 80 added with crit = -30.13, MSE = 0.932.

## Variable 86 added with crit = -31.28, MSE = 0.929.

## Variable 88 added with crit = -31.42, MSE = 0.927.

## Variable 90 added with crit = -33.34, MSE = 0.924.

## Variable 92 added with crit = -33.57, MSE = 0.922.

## Variable 94 added with crit = -33.97, MSE = 0.919.

## Variable 96 added with crit = -35.87, MSE = 0.916.

## Variable 97 added with crit = -37.24, MSE = 0.913.

## Variable 100 added with crit = -39.36, MSE = 0.909.

## Variable 101 added with crit = -46.37, MSE = 0.901.

## Variable 113 added with crit = -48.83, MSE = 0.897.

## Variable 114 added with crit = -50.46, MSE = 0.894.

## Variable 121 added with crit = -53.61, MSE = 0.889.

## Variable 130 added with crit = -54.08, MSE = 0.887.

## Variable 134 added with crit = -57.84, MSE = 0.882.

## Variable 135 added with crit = -59.3, MSE = 0.879.

## Variable 136 added with crit = -60.95, MSE = 0.876.

## Variable 151 added with crit = -61.25, MSE = 0.873.

## Variable 152 added with crit = -63.14, MSE = 0.87.

## Variable 154 added with crit = -63.78, MSE = 0.868.

## Variable 158 added with crit = -65.03, MSE = 0.865.

## Variable 162 added with crit = -65.62, MSE = 0.863.

## Variable 167 added with crit = -65.94, MSE = 0.861.

## Variable 171 added with crit = -71.38, MSE = 0.854.

## Variable 172 added with crit = -72.4, MSE = 0.852.

## Variable 173 added with crit = -76.06, MSE = 0.847.

## Variable 176 added with crit = -76.28, MSE = 0.845.

## Variable 181 added with crit = -77.22, MSE = 0.843.

## Variable 183 added with crit = -80.81, MSE = 0.838.

## Variable 186 added with crit = -83.71, MSE = 0.834.

## Variable 194 added with crit = -84.57, MSE = 0.831.

## Variable 195 added with crit = -84.57, MSE = 0.83.

## Variable 205 added with crit = -85.27, MSE = 0.828.

## Variable 207 added with crit = -87.23, MSE = 0.824.

## Variable 216 added with crit = -87.27, MSE = 0.823.

## Variable 231 added with crit = -88.63, MSE = 0.82.

## Variable 232 added with crit = -88.76, MSE = 0.818.

## Variable 242 added with crit = -91.11, MSE = 0.815.

## Variable 245 added with crit = -94, MSE = 0.811.

## Variable 246 added with crit = -94.39, MSE = 0.809.

## Variable 250 added with crit = -94.69, MSE = 0.807.

## Variable 253 added with crit = -96.73, MSE = 0.804.

## Variable 257 added with crit = -97.92, MSE = 0.801.

## Variable 258 added with crit = -98.85, MSE = 0.799.

## Variable 260 added with crit = -101.92, MSE = 0.795.

## Variable 264 added with crit = -106.89, MSE = 0.789.

## Variable 266 added with crit = -107.08, MSE = 0.787.

## Variable 267 added with crit = -107.81, MSE = 0.785.

## Variable 279 added with crit = -109.55, MSE = 0.782.

## Variable 280 added with crit = -110.21, MSE = 0.78.

## Variable 287 added with crit = -113.05, MSE = 0.776.

## Done.

## Starting the fast-forward, 0 variables, crit = 968.73, MSE = 0.969.

## Variable 2 added with crit = 966.42, MSE = 0.964.

## Variable 3 added with crit = 956.92, MSE = 0.953.

## Variable 4 added with crit = 953.08, MSE = 0.947.

## Variable 5 added with crit = 950.32, MSE = 0.942.

## Variable 6 added with crit = 946.54, MSE = 0.937.

## Variable 11 added with crit = 946.23, MSE = 0.934.

## Variable 18 added with crit = 945.24, MSE = 0.931.

## Variable 19 added with crit = 945.1, MSE = 0.929.

## Variable 23 added with crit = 942.07, MSE = 0.924.

## Variable 27 added with crit = 939.71, MSE = 0.92.

## Variable 33 added with crit = 939.33, MSE = 0.917.

## Variable 37 added with crit = 939.24, MSE = 0.915.

## Variable 40 added with crit = 938.34, MSE = 0.912.

## Variable 44 added with crit = 937.05, MSE = 0.909.

## Variable 50 added with crit = 936.62, MSE = 0.907.

## Variable 67 added with crit = 934.86, MSE = 0.903.

## Variable 72 added with crit = 933.36, MSE = 0.899.

## Variable 84 added with crit = 932.78, MSE = 0.897.

## Variable 85 added with crit = 932.45, MSE = 0.894.

## Variable 92 added with crit = 930.75, MSE = 0.891.

## Variable 93 added with crit = 930.7, MSE = 0.889.

## Variable 102 added with crit = 929.61, MSE = 0.886.

## Variable 109 added with crit = 929.36, MSE = 0.883.

## Variable 112 added with crit = 927.44, MSE = 0.879.

## Variable 119 added with crit = 925.97, MSE = 0.876.

## Variable 134 added with crit = 924.13, MSE = 0.872.

## Variable 135 added with crit = 922.26, MSE = 0.868.

## Variable 139 added with crit = 919.4, MSE = 0.863.

## Variable 148 added with crit = 919.25, MSE = 0.861.

## Variable 151 added with crit = 918.51, MSE = 0.859.

## Variable 156 added with crit = 915.02, MSE = 0.853.

## Variable 170 added with crit = 913.7, MSE = 0.85.

## Variable 189 added with crit = 912.64, MSE = 0.847.

## Variable 200 added with crit = 910.54, MSE = 0.843.

## Variable 204 added with crit = 909.82, MSE = 0.84.

## Variable 208 added with crit = 901.74, MSE = 0.83.

## Variable 210 added with crit = 898.17, MSE = 0.824.

## Variable 215 added with crit = 897.74, MSE = 0.822.

## Variable 216 added with crit = 895.27, MSE = 0.817.

## Variable 219 added with crit = 893.88, MSE = 0.814.

## Variable 229 added with crit = 892.35, MSE = 0.81.

## Variable 234 added with crit = 889.27, MSE = 0.805.

## Variable 265 added with crit = 889.22, MSE = 0.803.

## Variable 306 added with crit = 888.51, MSE = 0.801.

## Variable 311 added with crit = 887.67, MSE = 0.798.

## Variable 312 added with crit = 885.21, MSE = 0.793.

## Variable 321 added with crit = 885.06, MSE = 0.791.

## Variable 338 added with crit = 884.35, MSE = 0.788.

## Variable 342 added with crit = 884.1, MSE = 0.786.

## Variable 343 added with crit = 881.96, MSE = 0.782.

## Variable 355 added with crit = 880.85, MSE = 0.779.

## Variable 356 added with crit = 880.75, MSE = 0.777.

## Variable 364 added with crit = 880.64, MSE = 0.775.

## Variable 397 added with crit = 880.01, MSE = 0.772.

## Variable 400 added with crit = 878.75, MSE = 0.769.

## Variable 401 added with crit = 876.69, MSE = 0.765.

## Variable 403 added with crit = 876.11, MSE = 0.762.

## Variable 405 added with crit = 874.41, MSE = 0.758.

## Variable 433 added with crit = 874.1, MSE = 0.756.

## Variable 441 added with crit = 873.58, MSE = 0.754.

## Variable 448 added with crit = 872.18, MSE = 0.75.

## Variable 450 added with crit = 869.22, MSE = 0.745.

## Variable 451 added with crit = 868.56, MSE = 0.743.

## Variable 460 added with crit = 866.01, MSE = 0.738.

## Variable 475 added with crit = 865.1, MSE = 0.735.

## Variable 487 added with crit = 865.01, MSE = 0.733.

## Variable 501 added with crit = 864.65, MSE = 0.731.

## Variable 504 added with crit = 863.84, MSE = 0.728.

## Variable 516 added with crit = 862.15, MSE = 0.724.

## Variable 529 added with crit = 861.51, MSE = 0.722.

## Done.

## Starting the fast-forward, 0 variables, crit = -31.77, MSE = 0.969.

## Variable 2 added with crit = -34.23, MSE = 0.964.

## Variable 3 added with crit = -44.23, MSE = 0.953.

## Variable 4 added with crit = -48.37, MSE = 0.947.

## Variable 5 added with crit = -51.41, MSE = 0.942.

## Variable 6 added with crit = -55.56, MSE = 0.937.

## Variable 11 added with crit = -56.03, MSE = 0.934.

## Variable 18 added with crit = -57.24, MSE = 0.931.

## Variable 19 added with crit = -57.54, MSE = 0.929.

## Variable 23 added with crit = -60.96, MSE = 0.924.

## Variable 27 added with crit = -63.7, MSE = 0.92.

## Variable 33 added with crit = -64.29, MSE = 0.917.

## Variable 37 added with crit = -64.56, MSE = 0.915.

## Variable 40 added with crit = -65.74, MSE = 0.912.

## Variable 44 added with crit = -67.36, MSE = 0.909.

## Variable 50 added with crit = -68.03, MSE = 0.907.

## Variable 55 added with crit = -68.05, MSE = 0.905.

## Variable 67 added with crit = -70.23, MSE = 0.901.

## Variable 72 added with crit = -72.16, MSE = 0.897.

## Variable 79 added with crit = -72.2, MSE = 0.896.

## Variable 84 added with crit = -73.06, MSE = 0.893.

## Variable 85 added with crit = -73.64, MSE = 0.891.

## Variable 92 added with crit = -75.85, MSE = 0.887.

## Variable 93 added with crit = -75.95, MSE = 0.885.

## Variable 102 added with crit = -77.35, MSE = 0.882.

## Variable 109 added with crit = -78.39, MSE = 0.88.

## Variable 112 added with crit = -80.64, MSE = 0.876.

## Variable 119 added with crit = -82.41, MSE = 0.872.

## Variable 134 added with crit = -84.54, MSE = 0.869.

## Variable 135 added with crit = -87.04, MSE = 0.865.

## Variable 139 added with crit = -90.49, MSE = 0.86.

## Variable 148 added with crit = -91.36, MSE = 0.858.

## Variable 151 added with crit = -92.53, MSE = 0.855.

## Variable 152 added with crit = -92.86, MSE = 0.853.

## Variable 156 added with crit = -97.55, MSE = 0.847.

## Variable 170 added with crit = -99.34, MSE = 0.844.

## Variable 171 added with crit = -99.55, MSE = 0.842.

## Variable 183 added with crit = -99.82, MSE = 0.84.

## Variable 188 added with crit = -99.99, MSE = 0.839.

## Variable 189 added with crit = -101.64, MSE = 0.836.

## Variable 200 added with crit = -104.89, MSE = 0.831.

## Variable 204 added with crit = -105.97, MSE = 0.829.

## Variable 208 added with crit = -115.99, MSE = 0.819.

## Variable 210 added with crit = -120.72, MSE = 0.813.

## Variable 215 added with crit = -122.43, MSE = 0.81.

## Variable 216 added with crit = -126.06, MSE = 0.806.

## Variable 219 added with crit = -128.97, MSE = 0.802.

## Variable 228 added with crit = -129.01, MSE = 0.8.

## Variable 229 added with crit = -131.48, MSE = 0.797.

## Variable 234 added with crit = -134.63, MSE = 0.792.

## Variable 255 added with crit = -135.31, MSE = 0.79.

## Variable 282 added with crit = -135.98, MSE = 0.788.

## Variable 296 added with crit = -136.93, MSE = 0.786.

## Variable 306 added with crit = -138.61, MSE = 0.783.

## Variable 311 added with crit = -139.76, MSE = 0.781.

## Variable 312 added with crit = -143.08, MSE = 0.776.

## Variable 319 added with crit = -143.72, MSE = 0.774.

## Variable 321 added with crit = -144.6, MSE = 0.772.

## Variable 338 added with crit = -145.93, MSE = 0.77.

## Variable 342 added with crit = -146.53, MSE = 0.768.

## Variable 343 added with crit = -150.63, MSE = 0.763.

## Variable 350 added with crit = -150.82, MSE = 0.761.

## Variable 355 added with crit = -152.2, MSE = 0.759.

## Variable 356 added with crit = -153.09, MSE = 0.756.

## Variable 361 added with crit = -153.49, MSE = 0.755.

## Variable 364 added with crit = -153.9, MSE = 0.753.

## Variable 389 added with crit = -154.35, MSE = 0.751.

## Variable 390 added with crit = -154.44, MSE = 0.749.

## Variable 397 added with crit = -156.35, MSE = 0.747.

## Variable 400 added with crit = -158.59, MSE = 0.743.

## Variable 401 added with crit = -162.74, MSE = 0.739.

## Done.

## Starting the fast-forward, 0 variables, crit = 961.38, MSE = 0.961.

## Variable 2 added with crit = 945.92, MSE = 0.944.

## Variable 4 added with crit = 944.64, MSE = 0.941.

## Variable 5 added with crit = 938.03, MSE = 0.932.

## Variable 6 added with crit = 934.04, MSE = 0.926.

## Variable 20 added with crit = 933.41, MSE = 0.923.

## Variable 29 added with crit = 932.15, MSE = 0.92.

## Variable 48 added with crit = 930.75, MSE = 0.917.

## Variable 52 added with crit = 930.64, MSE = 0.915.

## Variable 54 added with crit = 930.38, MSE = 0.912.

## Variable 56 added with crit = 929.89, MSE = 0.91.

## Variable 57 added with crit = 929.8, MSE = 0.908.

## Variable 65 added with crit = 929.19, MSE = 0.905.

## Variable 66 added with crit = 926.34, MSE = 0.9.

## Variable 80 added with crit = 925.87, MSE = 0.898.

## Variable 84 added with crit = 925.23, MSE = 0.895.

## Variable 87 added with crit = 924.9, MSE = 0.893.

## Variable 88 added with crit = 923.92, MSE = 0.89.

## Variable 96 added with crit = 919.56, MSE = 0.884.

## Variable 101 added with crit = 917.98, MSE = 0.88.

## Variable 138 added with crit = 916.39, MSE = 0.876.

## Variable 142 added with crit = 916.19, MSE = 0.874.

## Variable 145 added with crit = 912.62, MSE = 0.869.

## Variable 161 added with crit = 912.33, MSE = 0.866.

## Variable 162 added with crit = 907.52, MSE = 0.86.

## Variable 173 added with crit = 905.48, MSE = 0.855.

## Variable 183 added with crit = 904.82, MSE = 0.853.

## Variable 186 added with crit = 904.07, MSE = 0.85.

## Variable 197 added with crit = 903.87, MSE = 0.848.

## Variable 215 added with crit = 903.31, MSE = 0.845.

## Variable 250 added with crit = 899.64, MSE = 0.84.

## Variable 263 added with crit = 896.36, MSE = 0.834.

## Variable 278 added with crit = 896.22, MSE = 0.832.

## Variable 280 added with crit = 895.86, MSE = 0.83.

## Variable 288 added with crit = 893.06, MSE = 0.825.

## Variable 296 added with crit = 890.03, MSE = 0.82.

## Variable 297 added with crit = 888.24, MSE = 0.816.

## Variable 317 added with crit = 887.52, MSE = 0.814.

## Variable 318 added with crit = 886.05, MSE = 0.81.

## Variable 319 added with crit = 885.74, MSE = 0.808.

## Variable 329 added with crit = 885.62, MSE = 0.806.

## Variable 350 added with crit = 882.09, MSE = 0.8.

## Variable 351 added with crit = 880.68, MSE = 0.797.

## Variable 354 added with crit = 878.65, MSE = 0.793.

## Variable 366 added with crit = 877.8, MSE = 0.79.

## Variable 381 added with crit = 877.12, MSE = 0.787.

## Variable 385 added with crit = 876.5, MSE = 0.784.

## Variable 389 added with crit = 876.12, MSE = 0.782.

## Variable 397 added with crit = 874.47, MSE = 0.778.

## Variable 411 added with crit = 874.13, MSE = 0.776.

## Variable 421 added with crit = 872.75, MSE = 0.773.

## Variable 457 added with crit = 872.62, MSE = 0.771.

## Variable 484 added with crit = 872.42, MSE = 0.768.

## Variable 511 added with crit = 872.17, MSE = 0.766.

## Variable 512 added with crit = 871.35, MSE = 0.763.

## Variable 514 added with crit = 870.98, MSE = 0.761.

## Variable 515 added with crit = 870.65, MSE = 0.759.

## Variable 519 added with crit = 868.49, MSE = 0.754.

## Variable 544 added with crit = 867.99, MSE = 0.752.

## Variable 565 added with crit = 867.78, MSE = 0.75.

## Variable 566 added with crit = 865.41, MSE = 0.745.

## Variable 575 added with crit = 863.92, MSE = 0.742.

## Variable 587 added with crit = 863.83, MSE = 0.74.

## Variable 588 added with crit = 862.34, MSE = 0.736.

## Variable 598 added with crit = 858.62, MSE = 0.731.

## Variable 607 added with crit = 858.31, MSE = 0.728.

## Variable 618 added with crit = 858.13, MSE = 0.726.

## Variable 622 added with crit = 858.12, MSE = 0.724.

## Variable 624 added with crit = 856.4, MSE = 0.72.

## Variable 631 added with crit = 855.5, MSE = 0.718.

## Variable 640 added with crit = 855.49, MSE = 0.715.

## Done.

## Starting the fast-forward, 0 variables, crit = -39.38, MSE = 0.961.

## Variable 2 added with crit = -55.72, MSE = 0.944.

## Variable 4 added with crit = -57.19, MSE = 0.941.

## Variable 5 added with crit = -64.39, MSE = 0.932.

## Variable 6 added with crit = -68.83, MSE = 0.926.

## Variable 8 added with crit = -68.83, MSE = 0.924.

## Variable 20 added with crit = -69.62, MSE = 0.922.

## Variable 29 added with crit = -71, MSE = 0.919.

## Variable 48 added with crit = -72.93, MSE = 0.915.

## Variable 52 added with crit = -73.39, MSE = 0.913.

## Variable 54 added with crit = -73.96, MSE = 0.91.

## Variable 56 added with crit = -74.34, MSE = 0.908.

## Variable 57 added with crit = -74.45, MSE = 0.906.

## Variable 65 added with crit = -75.07, MSE = 0.904.

## Variable 66 added with crit = -78.42, MSE = 0.899.

## Variable 80 added with crit = -79.06, MSE = 0.897.

## Variable 84 added with crit = -80.19, MSE = 0.894.

## Variable 87 added with crit = -80.69, MSE = 0.892.

## Variable 88 added with crit = -82.36, MSE = 0.888.

## Variable 96 added with crit = -87.5, MSE = 0.882.

## Variable 101 added with crit = -89.55, MSE = 0.878.

## Variable 133 added with crit = -89.71, MSE = 0.877.

## Variable 138 added with crit = -91.65, MSE = 0.873.

## Variable 142 added with crit = -92.26, MSE = 0.871.

## Variable 145 added with crit = -96.53, MSE = 0.865.

## Variable 147 added with crit = -96.82, MSE = 0.863.

## Variable 158 added with crit = -97.18, MSE = 0.861.

## Variable 161 added with crit = -97.79, MSE = 0.859.

## Variable 162 added with crit = -104.13, MSE = 0.852.

## Variable 173 added with crit = -106.75, MSE = 0.848.

## Variable 183 added with crit = -107.48, MSE = 0.846.

## Variable 186 added with crit = -108.56, MSE = 0.843.

## Variable 197 added with crit = -108.96, MSE = 0.841.

## Variable 215 added with crit = -109.73, MSE = 0.839.

## Variable 216 added with crit = -109.83, MSE = 0.837.

## Variable 223 added with crit = -110.4, MSE = 0.835.

## Variable 250 added with crit = -115.76, MSE = 0.829.

## Variable 263 added with crit = -120.49, MSE = 0.823.

## Variable 269 added with crit = -120.68, MSE = 0.821.

## Variable 278 added with crit = -121.63, MSE = 0.819.

## Variable 280 added with crit = -123.35, MSE = 0.816.

## Variable 288 added with crit = -127.33, MSE = 0.811.

## Variable 291 added with crit = -127.83, MSE = 0.809.

## Variable 296 added with crit = -131.18, MSE = 0.805.

## Variable 297 added with crit = -133.88, MSE = 0.801.

## Variable 317 added with crit = -135.03, MSE = 0.798.

## Variable 318 added with crit = -138.41, MSE = 0.794.

## Variable 319 added with crit = -139.81, MSE = 0.792.

## Variable 329 added with crit = -140.26, MSE = 0.79.

## Variable 338 added with crit = -140.57, MSE = 0.788.

## Variable 350 added with crit = -144.7, MSE = 0.783.

## Variable 351 added with crit = -147.54, MSE = 0.779.

## Variable 354 added with crit = -150.8, MSE = 0.775.

## Variable 366 added with crit = -152.16, MSE = 0.772.

## Variable 372 added with crit = -152.57, MSE = 0.771.

## Variable 376 added with crit = -152.69, MSE = 0.769.

## Variable 381 added with crit = -154.05, MSE = 0.766.

## Variable 385 added with crit = -155.52, MSE = 0.764.

## Variable 389 added with crit = -156.44, MSE = 0.762.

## Variable 391 added with crit = -157.29, MSE = 0.759.

## Variable 397 added with crit = -160.34, MSE = 0.756.

## Variable 411 added with crit = -160.84, MSE = 0.754.

## Variable 421 added with crit = -162.52, MSE = 0.751.

## Variable 424 added with crit = -162.74, MSE = 0.749.

## Variable 447 added with crit = -162.76, MSE = 0.748.

## Variable 457 added with crit = -163.09, MSE = 0.746.

## Variable 465 added with crit = -164.15, MSE = 0.744.

## Variable 468 added with crit = -164.82, MSE = 0.742.

## Variable 474 added with crit = -165.44, MSE = 0.74.

## Variable 482 added with crit = -165.87, MSE = 0.738.

## Variable 484 added with crit = -166.08, MSE = 0.736.

## Done.

## Starting the fast-forward, 0 variables, crit = 1056.19, MSE = 1.056.

## Variable 2 added with crit = 1049.85, MSE = 1.048.

## Variable 3 added with crit = 1039.29, MSE = 1.035.

## Variable 4 added with crit = 1030.52, MSE = 1.025.

## Variable 5 added with crit = 1011.17, MSE = 1.003.

## Variable 6 added with crit = 1009.22, MSE = 0.999.

## Variable 13 added with crit = 1009.16, MSE = 0.997.

## Variable 17 added with crit = 1009, MSE = 0.995.

## Variable 18 added with crit = 1008.07, MSE = 0.992.

## Variable 20 added with crit = 1007.27, MSE = 0.989.

## Variable 24 added with crit = 1007.03, MSE = 0.987.

## Variable 58 added with crit = 1006.82, MSE = 0.985.

## Variable 61 added with crit = 1003.84, MSE = 0.98.

## Variable 65 added with crit = 1002.88, MSE = 0.977.

## Variable 67 added with crit = 996.44, MSE = 0.968.

## Variable 68 added with crit = 996.2, MSE = 0.966.

## Variable 70 added with crit = 996.15, MSE = 0.964.

## Variable 86 added with crit = 993.77, MSE = 0.96.

## Variable 91 added with crit = 992.9, MSE = 0.957.

## Variable 92 added with crit = 989.35, MSE = 0.951.

## Variable 100 added with crit = 989.23, MSE = 0.949.

## Variable 106 added with crit = 987.91, MSE = 0.946.

## Variable 111 added with crit = 987.44, MSE = 0.943.

## Variable 114 added with crit = 986.72, MSE = 0.941.

## Variable 122 added with crit = 983.65, MSE = 0.936.

## Variable 123 added with crit = 983.61, MSE = 0.934.

## Variable 124 added with crit = 981.66, MSE = 0.93.

## Variable 130 added with crit = 980.36, MSE = 0.926.

## Variable 131 added with crit = 980.04, MSE = 0.924.

## Variable 138 added with crit = 978.4, MSE = 0.92.

## Variable 147 added with crit = 977.86, MSE = 0.918.

## Variable 159 added with crit = 977.75, MSE = 0.916.

## Variable 170 added with crit = 976.13, MSE = 0.912.

## Variable 189 added with crit = 974.7, MSE = 0.909.

## Variable 192 added with crit = 971.17, MSE = 0.903.

## Variable 201 added with crit = 970.72, MSE = 0.901.

## Variable 203 added with crit = 970.46, MSE = 0.898.

## Variable 206 added with crit = 969.01, MSE = 0.895.

## Variable 213 added with crit = 966.34, MSE = 0.89.

## Variable 214 added with crit = 966.31, MSE = 0.888.

## Variable 217 added with crit = 965.96, MSE = 0.886.

## Variable 218 added with crit = 963.36, MSE = 0.881.

## Variable 225 added with crit = 962.71, MSE = 0.879.

## Variable 228 added with crit = 962.42, MSE = 0.876.

## Variable 245 added with crit = 961.15, MSE = 0.873.

## Variable 249 added with crit = 961.14, MSE = 0.871.

## Variable 251 added with crit = 960.15, MSE = 0.868.

## Variable 268 added with crit = 956.49, MSE = 0.862.

## Variable 277 added with crit = 956.09, MSE = 0.86.

## Variable 283 added with crit = 954.08, MSE = 0.856.

## Variable 288 added with crit = 952.3, MSE = 0.852.

## Variable 290 added with crit = 951.88, MSE = 0.85.

## Variable 297 added with crit = 951.77, MSE = 0.848.

## Variable 304 added with crit = 950.45, MSE = 0.844.

## Variable 313 added with crit = 950.28, MSE = 0.842.

## Variable 316 added with crit = 948.86, MSE = 0.839.

## Variable 320 added with crit = 947.91, MSE = 0.836.

## Variable 321 added with crit = 947.59, MSE = 0.834.

## Variable 327 added with crit = 947.42, MSE = 0.831.

## Variable 330 added with crit = 947.37, MSE = 0.829.

## Variable 333 added with crit = 946.76, MSE = 0.827.

## Variable 342 added with crit = 946.63, MSE = 0.825.

## Variable 343 added with crit = 946.15, MSE = 0.822.

## Variable 364 added with crit = 945.35, MSE = 0.819.

## Variable 367 added with crit = 945.07, MSE = 0.817.

## Variable 371 added with crit = 944.51, MSE = 0.815.

## Variable 375 added with crit = 944.46, MSE = 0.812.

## Variable 379 added with crit = 944.44, MSE = 0.81.

## Variable 382 added with crit = 944.01, MSE = 0.808.

## Variable 387 added with crit = 942.76, MSE = 0.805.

## Variable 399 added with crit = 941.08, MSE = 0.801.

## Done.

## Starting the fast-forward, 0 variables, crit = 54.67, MSE = 1.056.

## Variable 2 added with crit = 48.74, MSE = 1.048.

## Variable 3 added with crit = 38.68, MSE = 1.035.

## Variable 4 added with crit = 30.22, MSE = 1.025.

## Variable 5 added with crit = 11.16, MSE = 1.003.

## Variable 6 added with crit = 9.22, MSE = 0.999.

## Variable 13 added with crit = 9.16, MSE = 0.997.

## Variable 17 added with crit = 8.98, MSE = 0.995.

## Variable 18 added with crit = 8.04, MSE = 0.992.

## Variable 20 added with crit = 7.21, MSE = 0.989.

## Variable 24 added with crit = 6.94, MSE = 0.987.

## Variable 58 added with crit = 6.7, MSE = 0.985.

## Variable 61 added with crit = 3.63, MSE = 0.98.

## Variable 65 added with crit = 2.6, MSE = 0.977.

## Variable 67 added with crit = -4.07, MSE = 0.968.

## Variable 68 added with crit = -4.38, MSE = 0.966.

## Variable 70 added with crit = -4.51, MSE = 0.964.

## Variable 86 added with crit = -7.06, MSE = 0.96.

## Variable 91 added with crit = -8.06, MSE = 0.957.

## Variable 92 added with crit = -11.87, MSE = 0.951.

## Variable 100 added with crit = -12.1, MSE = 0.949.

## Variable 106 added with crit = -13.61, MSE = 0.946.

## Variable 111 added with crit = -14.22, MSE = 0.943.

## Variable 114 added with crit = -15.11, MSE = 0.941.

## Variable 121 added with crit = -15.21, MSE = 0.939.

## Variable 122 added with crit = -18.76, MSE = 0.934.

## Variable 123 added with crit = -19.06, MSE = 0.931.

## Variable 124 added with crit = -21.3, MSE = 0.927.

## Variable 130 added with crit = -23.21, MSE = 0.924.

## Variable 131 added with crit = -23.43, MSE = 0.922.

## Variable 138 added with crit = -25.47, MSE = 0.918.

## Variable 147 added with crit = -26.36, MSE = 0.915.

## Variable 159 added with crit = -26.91, MSE = 0.913.

## Variable 170 added with crit = -28.55, MSE = 0.91.

## Variable 189 added with crit = -30.26, MSE = 0.906.

## Variable 192 added with crit = -34.55, MSE = 0.901.

## Variable 201 added with crit = -35.09, MSE = 0.898.

## Variable 203 added with crit = -35.68, MSE = 0.896.

## Variable 206 added with crit = -37.47, MSE = 0.893.

## Variable 207 added with crit = -37.72, MSE = 0.891.

## Variable 213 added with crit = -40.63, MSE = 0.886.

## Variable 214 added with crit = -40.71, MSE = 0.885.

## Variable 216 added with crit = -40.87, MSE = 0.883.

## Variable 217 added with crit = -41.92, MSE = 0.88.

## Variable 218 added with crit = -45.02, MSE = 0.875.

## Variable 225 added with crit = -46.78, MSE = 0.872.

## Variable 228 added with crit = -46.91, MSE = 0.87.

## Variable 245 added with crit = -49.3, MSE = 0.866.

## Variable 249 added with crit = -49.76, MSE = 0.864.

## Variable 251 added with crit = -51.45, MSE = 0.861.

## Variable 268 added with crit = -56.79, MSE = 0.855.

## Variable 277 added with crit = -57.21, MSE = 0.853.

## Variable 283 added with crit = -59.86, MSE = 0.849.

## Variable 288 added with crit = -61.46, MSE = 0.846.

## Variable 290 added with crit = -62.02, MSE = 0.844.

## Variable 297 added with crit = -62.54, MSE = 0.842.

## Variable 304 added with crit = -64.44, MSE = 0.838.

## Variable 313 added with crit = -64.66, MSE = 0.836.

## Variable 316 added with crit = -66.54, MSE = 0.833.

## Variable 320 added with crit = -68.36, MSE = 0.83.

## Variable 321 added with crit = -69.14, MSE = 0.828.

## Variable 327 added with crit = -69.54, MSE = 0.826.

## Variable 330 added with crit = -70.06, MSE = 0.824.

## Variable 333 added with crit = -71.18, MSE = 0.821.

## Variable 336 added with crit = -71.6, MSE = 0.819.

## Variable 338 added with crit = -71.81, MSE = 0.817.

## Variable 342 added with crit = -72.98, MSE = 0.815.

## Variable 343 added with crit = -73.96, MSE = 0.812.

## Variable 350 added with crit = -74.15, MSE = 0.81.

## Variable 364 added with crit = -76.38, MSE = 0.807.

## Variable 367 added with crit = -77.27, MSE = 0.805.

## Done.

## Starting the fast-forward, 0 variables, crit = 1073.77, MSE = 1.074.

## Variable 3 added with crit = 1069.41, MSE = 1.067.

## Variable 4 added with crit = 1068.38, MSE = 1.064.

## Variable 5 added with crit = 1057.08, MSE = 1.051.

## Variable 6 added with crit = 1054.32, MSE = 1.046.

## Variable 18 added with crit = 1052.15, MSE = 1.042.

## Variable 24 added with crit = 1051.63, MSE = 1.04.

## Variable 25 added with crit = 1049.36, MSE = 1.035.

## Variable 29 added with crit = 1049.22, MSE = 1.033.

## Variable 30 added with crit = 1048.9, MSE = 1.031.

## Variable 40 added with crit = 1040.35, MSE = 1.02.

## Variable 41 added with crit = 1039.33, MSE = 1.017.

## Variable 43 added with crit = 1039.3, MSE = 1.015.

## Variable 47 added with crit = 1033.08, MSE = 1.007.

## Variable 63 added with crit = 1031.33, MSE = 1.003.

## Variable 65 added with crit = 1028.88, MSE = 0.999.

## Variable 70 added with crit = 1028.71, MSE = 0.997.

## Variable 75 added with crit = 1028.32, MSE = 0.994.

## Variable 77 added with crit = 1027.42, MSE = 0.991.

## Variable 81 added with crit = 1026.59, MSE = 0.989.

## Variable 85 added with crit = 1025.79, MSE = 0.986.

## Variable 91 added with crit = 1025.28, MSE = 0.983.

## Variable 93 added with crit = 1022.44, MSE = 0.978.

## Variable 94 added with crit = 1022.04, MSE = 0.976.

## Variable 104 added with crit = 1021.02, MSE = 0.973.

## Variable 112 added with crit = 1020.17, MSE = 0.97.

## Variable 118 added with crit = 1019.2, MSE = 0.967.

## Variable 134 added with crit = 1019.19, MSE = 0.965.

## Variable 139 added with crit = 1018.05, MSE = 0.962.

## Variable 150 added with crit = 1016, MSE = 0.958.

## Variable 152 added with crit = 1015.97, MSE = 0.956.

## Variable 153 added with crit = 1015.6, MSE = 0.954.

## Variable 154 added with crit = 1011.7, MSE = 0.948.

## Variable 156 added with crit = 1011.66, MSE = 0.946.

## Variable 163 added with crit = 1011.23, MSE = 0.943.

## Variable 186 added with crit = 1009.44, MSE = 0.939.

## Variable 188 added with crit = 1008.86, MSE = 0.937.

## Variable 193 added with crit = 1008.46, MSE = 0.934.

## Variable 197 added with crit = 1006.72, MSE = 0.931.

## Variable 219 added with crit = 1006.22, MSE = 0.928.

## Variable 220 added with crit = 1002.13, MSE = 0.922.

## Variable 235 added with crit = 1001.47, MSE = 0.919.

## Variable 239 added with crit = 1000.48, MSE = 0.916.

## Variable 247 added with crit = 1000.39, MSE = 0.914.

## Variable 254 added with crit = 996.85, MSE = 0.909.

## Variable 255 added with crit = 993.64, MSE = 0.904.

## Variable 257 added with crit = 992.67, MSE = 0.901.

## Variable 266 added with crit = 991.97, MSE = 0.898.

## Variable 272 added with crit = 991.27, MSE = 0.895.

## Variable 281 added with crit = 990.36, MSE = 0.892.

## Variable 300 added with crit = 988.69, MSE = 0.889.

## Variable 303 added with crit = 985.91, MSE = 0.884.

## Variable 306 added with crit = 985, MSE = 0.881.

## Variable 314 added with crit = 979.2, MSE = 0.873.

## Variable 320 added with crit = 976.85, MSE = 0.869.

## Variable 331 added with crit = 976.73, MSE = 0.867.

## Variable 333 added with crit = 975.44, MSE = 0.863.

## Variable 335 added with crit = 974.31, MSE = 0.86.

## Variable 345 added with crit = 973.57, MSE = 0.858.

## Variable 353 added with crit = 973.12, MSE = 0.855.

## Variable 370 added with crit = 961.82, MSE = 0.842.

## Variable 376 added with crit = 961.44, MSE = 0.839.

## Variable 382 added with crit = 960.44, MSE = 0.836.

## Variable 383 added with crit = 956.37, MSE = 0.83.

## Variable 385 added with crit = 956.23, MSE = 0.828.

## Variable 387 added with crit = 955.61, MSE = 0.826.

## Variable 411 added with crit = 954.78, MSE = 0.823.

## Variable 422 added with crit = 954.14, MSE = 0.82.

## Variable 424 added with crit = 952.18, MSE = 0.816.

## Variable 435 added with crit = 952, MSE = 0.814.

## Variable 436 added with crit = 951.87, MSE = 0.812.

## Done.

## Starting the fast-forward, 0 variables, crit = 71.18, MSE = 1.074.

## Variable 3 added with crit = 67.24, MSE = 1.067.

## Variable 4 added with crit = 66.4, MSE = 1.064.

## Variable 5 added with crit = 55.82, MSE = 1.051.

## Variable 6 added with crit = 53.28, MSE = 1.046.

## Variable 18 added with crit = 51.29, MSE = 1.042.

## Variable 24 added with crit = 50.86, MSE = 1.04.

## Variable 25 added with crit = 48.75, MSE = 1.035.

## Variable 29 added with crit = 48.68, MSE = 1.033.

## Variable 30 added with crit = 48.44, MSE = 1.031.

## Variable 40 added with crit = 40.14, MSE = 1.02.

## Variable 41 added with crit = 39.18, MSE = 1.017.

## Variable 47 added with crit = 33.03, MSE = 1.009.

## Variable 63 added with crit = 31.38, MSE = 1.005.

## Variable 65 added with crit = 28.84, MSE = 1.001.

## Variable 70 added with crit = 28.54, MSE = 0.999.

## Variable 75 added with crit = 27.92, MSE = 0.996.

## Variable 77 added with crit = 27.09, MSE = 0.993.

## Variable 81 added with crit = 26.3, MSE = 0.99.

## Variable 85 added with crit = 25.4, MSE = 0.987.

## Variable 91 added with crit = 24.9, MSE = 0.985.

## Variable 93 added with crit = 22.39, MSE = 0.981.

## Variable 94 added with crit = 22.09, MSE = 0.978.

## Variable 104 added with crit = 21.07, MSE = 0.975.

## Variable 109 added with crit = 21.01, MSE = 0.973.

## Variable 112 added with crit = 20.06, MSE = 0.971.

## Variable 118 added with crit = 18.75, MSE = 0.967.

## Variable 134 added with crit = 18.71, MSE = 0.965.

## Variable 139 added with crit = 17.31, MSE = 0.962.

## Variable 147 added with crit = 17.22, MSE = 0.96.

## Variable 148 added with crit = 17.16, MSE = 0.958.

## Variable 150 added with crit = 14.58, MSE = 0.954.

## Variable 153 added with crit = 14.37, MSE = 0.952.

## Variable 154 added with crit = 10.54, MSE = 0.946.

## Variable 156 added with crit = 10.07, MSE = 0.944.

## Variable 163 added with crit = 9.39, MSE = 0.941.

## Variable 185 added with crit = 9.34, MSE = 0.939.

## Variable 186 added with crit = 7.01, MSE = 0.935.

## Variable 188 added with crit = 5.72, MSE = 0.932.

## Variable 197 added with crit = 3.07, MSE = 0.928.

## Variable 199 added with crit = 2.83, MSE = 0.926.

## Variable 201 added with crit = 2.31, MSE = 0.923.

## Variable 204 added with crit = 1.74, MSE = 0.921.

## Variable 215 added with crit = 1.21, MSE = 0.919.

## Variable 219 added with crit = 0.4, MSE = 0.916.

## Variable 220 added with crit = -4.89, MSE = 0.909.

## Variable 235 added with crit = -5.75, MSE = 0.907.

## Variable 236 added with crit = -6.84, MSE = 0.904.

## Variable 239 added with crit = -7.63, MSE = 0.902.

## Variable 254 added with crit = -10.7, MSE = 0.897.

## Variable 255 added with crit = -15.55, MSE = 0.891.

## Variable 257 added with crit = -16.93, MSE = 0.888.

## Variable 266 added with crit = -17.26, MSE = 0.886.

## Variable 267 added with crit = -17.85, MSE = 0.884.

## Variable 268 added with crit = -18.49, MSE = 0.881.

## Variable 272 added with crit = -20.03, MSE = 0.878.

## Variable 276 added with crit = -20.52, MSE = 0.876.

## Variable 278 added with crit = -20.78, MSE = 0.874.

## Variable 281 added with crit = -21.7, MSE = 0.871.

## Variable 300 added with crit = -24.02, MSE = 0.868.

## Variable 303 added with crit = -28.62, MSE = 0.862.

## Variable 306 added with crit = -29.94, MSE = 0.859.

## Variable 314 added with crit = -37.66, MSE = 0.851.

## Variable 320 added with crit = -39.89, MSE = 0.847.

## Variable 331 added with crit = -39.97, MSE = 0.845.

## Variable 333 added with crit = -41.51, MSE = 0.842.

## Variable 335 added with crit = -43.54, MSE = 0.839.

## Variable 342 added with crit = -43.86, MSE = 0.837.

## Variable 343 added with crit = -43.88, MSE = 0.835.

## Variable 345 added with crit = -45.86, MSE = 0.832.

## Variable 347 added with crit = -46.92, MSE = 0.83.

## Done.

## Starting the fast-forward, 0 variables, crit = 1066.02, MSE = 1.066.

## Variable 2 added with crit = 1047.7, MSE = 1.046.

## Variable 3 added with crit = 1045.11, MSE = 1.041.

## Variable 4 added with crit = 1035.15, MSE = 1.029.

## Variable 5 added with crit = 1025.45, MSE = 1.017.

## Variable 6 added with crit = 1010.64, MSE = 1.001.

## Variable 10 added with crit = 1010.4, MSE = 0.998.

## Variable 26 added with crit = 1010.36, MSE = 0.996.

## Variable 34 added with crit = 1009.18, MSE = 0.993.

## Variable 37 added with crit = 1005.35, MSE = 0.987.

## Variable 42 added with crit = 1004.54, MSE = 0.985.

## Variable 43 added with crit = 999.05, MSE = 0.977.

## Variable 46 added with crit = 998.58, MSE = 0.975.

## Variable 59 added with crit = 998.28, MSE = 0.972.

## Variable 65 added with crit = 997.43, MSE = 0.969.

## Variable 74 added with crit = 994.44, MSE = 0.964.

## Variable 96 added with crit = 993.72, MSE = 0.962.

## Variable 97 added with crit = 991.37, MSE = 0.957.

## Variable 114 added with crit = 988.98, MSE = 0.953.

## Variable 119 added with crit = 984.29, MSE = 0.946.

## Variable 121 added with crit = 984.17, MSE = 0.944.

## Variable 123 added with crit = 983.7, MSE = 0.942.

## Variable 128 added with crit = 982.62, MSE = 0.939.

## Variable 135 added with crit = 982.54, MSE = 0.937.

## Variable 147 added with crit = 982.49, MSE = 0.934.

## Variable 148 added with crit = 980.75, MSE = 0.931.

## Variable 151 added with crit = 978.25, MSE = 0.926.

## Variable 156 added with crit = 978.2, MSE = 0.924.

## Variable 158 added with crit = 976.33, MSE = 0.92.

## Variable 170 added with crit = 976.18, MSE = 0.918.

## Variable 175 added with crit = 976.01, MSE = 0.916.

## Variable 190 added with crit = 972.73, MSE = 0.911.

## Variable 201 added with crit = 972.69, MSE = 0.909.

## Variable 210 added with crit = 968.91, MSE = 0.903.

## Variable 212 added with crit = 968.34, MSE = 0.9.

## Variable 213 added with crit = 968.29, MSE = 0.898.

## Variable 222 added with crit = 966.14, MSE = 0.894.

## Variable 223 added with crit = 966.04, MSE = 0.892.

## Variable 228 added with crit = 964.21, MSE = 0.888.

## Variable 230 added with crit = 963.12, MSE = 0.885.

## Variable 231 added with crit = 962.9, MSE = 0.883.

## Variable 235 added with crit = 961.91, MSE = 0.88.

## Variable 240 added with crit = 961.84, MSE = 0.878.

## Variable 257 added with crit = 959.26, MSE = 0.873.

## Variable 261 added with crit = 959.12, MSE = 0.871.

## Variable 266 added with crit = 959.08, MSE = 0.869.

## Variable 274 added with crit = 954.74, MSE = 0.863.

## Variable 277 added with crit = 953.8, MSE = 0.86.

## Variable 278 added with crit = 953.5, MSE = 0.858.

## Variable 308 added with crit = 951.75, MSE = 0.854.

## Variable 317 added with crit = 950.98, MSE = 0.851.

## Variable 318 added with crit = 950.81, MSE = 0.849.

## Variable 321 added with crit = 949.78, MSE = 0.846.

## Variable 332 added with crit = 949.69, MSE = 0.844.

## Variable 333 added with crit = 946.66, MSE = 0.839.

## Variable 339 added with crit = 945.49, MSE = 0.835.

## Variable 353 added with crit = 944.63, MSE = 0.833.

## Variable 360 added with crit = 942.01, MSE = 0.828.

## Variable 401 added with crit = 941.46, MSE = 0.825.

## Variable 406 added with crit = 939.52, MSE = 0.822.

## Variable 409 added with crit = 938.96, MSE = 0.819.

## Variable 415 added with crit = 938.71, MSE = 0.817.

## Variable 425 added with crit = 936.33, MSE = 0.812.

## Variable 431 added with crit = 934.71, MSE = 0.809.

## Variable 441 added with crit = 932.44, MSE = 0.804.

## Variable 443 added with crit = 931.92, MSE = 0.802.

## Variable 445 added with crit = 931.48, MSE = 0.799.

## Variable 450 added with crit = 929.19, MSE = 0.795.

## Variable 459 added with crit = 927.55, MSE = 0.792.

## Variable 461 added with crit = 925.37, MSE = 0.787.

## Variable 462 added with crit = 924.61, MSE = 0.785.

## Done.

## Starting the fast-forward, 0 variables, crit = 63.94, MSE = 1.066.

## Variable 2 added with crit = 46.68, MSE = 1.046.

## Variable 3 added with crit = 44.29, MSE = 1.041.

## Variable 4 added with crit = 34.73, MSE = 1.029.

## Variable 5 added with crit = 25.3, MSE = 1.017.

## Variable 6 added with crit = 10.64, MSE = 1.001.

## Variable 10 added with crit = 10.4, MSE = 0.998.

## Variable 26 added with crit = 10.35, MSE = 0.996.

## Variable 34 added with crit = 9.16, MSE = 0.993.

## Variable 37 added with crit = 5.27, MSE = 0.987.

## Variable 42 added with crit = 4.41, MSE = 0.985.

## Variable 43 added with crit = -1.22, MSE = 0.977.

## Variable 46 added with crit = -1.75, MSE = 0.975.

## Variable 59 added with crit = -2.11, MSE = 0.972.

## Variable 65 added with crit = -3.05, MSE = 0.969.

## Variable 74 added with crit = -6.21, MSE = 0.964.

## Variable 96 added with crit = -7.03, MSE = 0.962.

## Variable 97 added with crit = -9.56, MSE = 0.957.

## Variable 104 added with crit = -9.6, MSE = 0.955.

## Variable 114 added with crit = -12.17, MSE = 0.951.

## Variable 119 added with crit = -17.08, MSE = 0.945.

## Variable 121 added with crit = -17.41, MSE = 0.942.

## Variable 123 added with crit = -18.26, MSE = 0.94.

## Variable 128 added with crit = -19.37, MSE = 0.937.

## Variable 135 added with crit = -19.43, MSE = 0.935.

## Variable 147 added with crit = -19.62, MSE = 0.933.

## Variable 148 added with crit = -21.59, MSE = 0.929.

## Variable 151 added with crit = -24.33, MSE = 0.925.

## Variable 154 added with crit = -24.42, MSE = 0.923.

## Variable 156 added with crit = -24.56, MSE = 0.921.

## Variable 158 added with crit = -26.47, MSE = 0.917.

## Variable 166 added with crit = -26.5, MSE = 0.915.

## Variable 170 added with crit = -26.82, MSE = 0.913.

## Variable 175 added with crit = -26.96, MSE = 0.911.

## Variable 186 added with crit = -27.28, MSE = 0.909.

## Variable 190 added with crit = -31.15, MSE = 0.904.

## Variable 210 added with crit = -35.21, MSE = 0.898.

## Variable 212 added with crit = -36.15, MSE = 0.896.

## Variable 213 added with crit = -36.6, MSE = 0.894.

## Variable 218 added with crit = -36.75, MSE = 0.892.

## Variable 222 added with crit = -38.65, MSE = 0.888.

## Variable 228 added with crit = -40.58, MSE = 0.885.

## Variable 230 added with crit = -42.28, MSE = 0.881.

## Variable 231 added with crit = -42.54, MSE = 0.879.

## Variable 235 added with crit = -43.62, MSE = 0.877.

## Variable 240 added with crit = -43.88, MSE = 0.875.

## Variable 257 added with crit = -47.78, MSE = 0.87.

## Variable 261 added with crit = -48.53, MSE = 0.867.

## Variable 266 added with crit = -48.99, MSE = 0.865.

## Variable 274 added with crit = -54.28, MSE = 0.859.

## Variable 277 added with crit = -55.67, MSE = 0.856.

## Variable 278 added with crit = -56.12, MSE = 0.854.

## Variable 283 added with crit = -56.23, MSE = 0.852.

## Variable 308 added with crit = -58.64, MSE = 0.848.

## Variable 317 added with crit = -60.55, MSE = 0.845.

## Variable 318 added with crit = -61.72, MSE = 0.842.

## Variable 321 added with crit = -62.86, MSE = 0.84.

## Variable 332 added with crit = -63.24, MSE = 0.838.

## Variable 333 added with crit = -67.13, MSE = 0.833.

## Variable 339 added with crit = -69.42, MSE = 0.829.

## Variable 353 added with crit = -71.43, MSE = 0.826.

## Variable 359 added with crit = -71.44, MSE = 0.824.

## Variable 360 added with crit = -73.91, MSE = 0.82.

## Variable 378 added with crit = -74.2, MSE = 0.819.

## Variable 401 added with crit = -75.92, MSE = 0.816.

## Variable 406 added with crit = -78.45, MSE = 0.812.

## Variable 409 added with crit = -79.22, MSE = 0.81.

## Variable 415 added with crit = -79.99, MSE = 0.807.

## Variable 425 added with crit = -83.82, MSE = 0.803.

## Variable 431 added with crit = -85.78, MSE = 0.799.

## Variable 432 added with crit = -86.07, MSE = 0.798.

## Done.

## Starting the fast-forward, 0 variables, crit = 1072.61, MSE = 1.073.

## Variable 2 added with crit = 1068.68, MSE = 1.067.

## Variable 4 added with crit = 1067.1, MSE = 1.063.

## Variable 5 added with crit = 1064.59, MSE = 1.059.

## Variable 6 added with crit = 1060.83, MSE = 1.053.

## Variable 8 added with crit = 1059.81, MSE = 1.05.

## Variable 10 added with crit = 1058.74, MSE = 1.047.

## Variable 13 added with crit = 1058.73, MSE = 1.045.

## Variable 21 added with crit = 1053.67, MSE = 1.038.

## Variable 37 added with crit = 1053.6, MSE = 1.036.

## Variable 41 added with crit = 1053.34, MSE = 1.033.

## Variable 52 added with crit = 1052.37, MSE = 1.03.

## Variable 58 added with crit = 1052.04, MSE = 1.028.

## Variable 64 added with crit = 1051.85, MSE = 1.026.

## Variable 65 added with crit = 1051, MSE = 1.023.

## Variable 70 added with crit = 1049.57, MSE = 1.02.

## Variable 76 added with crit = 1046.96, MSE = 1.015.

## Variable 82 added with crit = 1046.2, MSE = 1.012.

## Variable 93 added with crit = 1044.63, MSE = 1.009.

## Variable 108 added with crit = 1043.71, MSE = 1.006.

## Variable 109 added with crit = 1043.43, MSE = 1.003.

## Variable 124 added with crit = 1043.09, MSE = 1.001.

## Variable 131 added with crit = 1042.09, MSE = 0.998.

## Variable 133 added with crit = 1041.79, MSE = 0.996.

## Variable 139 added with crit = 1040.73, MSE = 0.993.

## Variable 147 added with crit = 1034.7, MSE = 0.985.

## Variable 150 added with crit = 1034.32, MSE = 0.982.

## Variable 173 added with crit = 1034.09, MSE = 0.98.

## Variable 175 added with crit = 1031.93, MSE = 0.976.

## Variable 180 added with crit = 1031.62, MSE = 0.974.

## Variable 186 added with crit = 1029.96, MSE = 0.97.

## Variable 193 added with crit = 1028.59, MSE = 0.967.

## Variable 201 added with crit = 1027.9, MSE = 0.964.

## Variable 209 added with crit = 1027.66, MSE = 0.962.

## Variable 226 added with crit = 1027.37, MSE = 0.959.

## Variable 227 added with crit = 1026.59, MSE = 0.957.

## Variable 230 added with crit = 1024.96, MSE = 0.953.

## Variable 232 added with crit = 1024.68, MSE = 0.951.

## Variable 233 added with crit = 1022.74, MSE = 0.947.

## Variable 242 added with crit = 1022.19, MSE = 0.944.

## Variable 243 added with crit = 1018.05, MSE = 0.938.

## Variable 255 added with crit = 1016.93, MSE = 0.935.

## Variable 262 added with crit = 1016.15, MSE = 0.932.

## Variable 263 added with crit = 1015.16, MSE = 0.929.

## Variable 267 added with crit = 1012.96, MSE = 0.925.

## Variable 290 added with crit = 1011.96, MSE = 0.922.

## Variable 292 added with crit = 1010.55, MSE = 0.919.

## Variable 298 added with crit = 1009.88, MSE = 0.916.

## Variable 302 added with crit = 1007.54, MSE = 0.912.

## Variable 312 added with crit = 1007.23, MSE = 0.909.

## Variable 317 added with crit = 1001.42, MSE = 0.901.

## Variable 318 added with crit = 1000.67, MSE = 0.899.

## Variable 320 added with crit = 999.34, MSE = 0.895.

## Variable 323 added with crit = 993.74, MSE = 0.888.

## Variable 324 added with crit = 992.03, MSE = 0.884.

## Variable 332 added with crit = 991.99, MSE = 0.882.

## Variable 337 added with crit = 990.21, MSE = 0.878.

## Variable 348 added with crit = 990.06, MSE = 0.876.

## Variable 356 added with crit = 989.47, MSE = 0.873.

## Variable 359 added with crit = 988.53, MSE = 0.871.

## Variable 362 added with crit = 987.64, MSE = 0.868.

## Variable 370 added with crit = 985.88, MSE = 0.864.

## Variable 372 added with crit = 984.48, MSE = 0.86.

## Variable 373 added with crit = 981.37, MSE = 0.855.

## Variable 381 added with crit = 980.83, MSE = 0.853.

## Variable 383 added with crit = 980.62, MSE = 0.851.

## Variable 384 added with crit = 972.46, MSE = 0.84.

## Variable 393 added with crit = 970.51, MSE = 0.837.

## Variable 395 added with crit = 968.54, MSE = 0.833.

## Variable 396 added with crit = 967.02, MSE = 0.829.

## Variable 401 added with crit = 964.71, MSE = 0.825.

## Done.

## Starting the fast-forward, 0 variables, crit = 70.1, MSE = 1.073.

## Variable 2 added with crit = 66.56, MSE = 1.067.

## Variable 4 added with crit = 65.19, MSE = 1.063.

## Variable 5 added with crit = 62.94, MSE = 1.059.

## Variable 6 added with crit = 59.48, MSE = 1.053.

## Variable 8 added with crit = 58.61, MSE = 1.05.

## Variable 10 added with crit = 57.68, MSE = 1.047.

## Variable 21 added with crit = 52.48, MSE = 1.039.

## Variable 41 added with crit = 52.35, MSE = 1.037.

## Variable 52 added with crit = 51.46, MSE = 1.034.

## Variable 58 added with crit = 51.08, MSE = 1.032.

## Variable 64 added with crit = 50.83, MSE = 1.029.

## Variable 65 added with crit = 50.09, MSE = 1.026.

## Variable 70 added with crit = 49.02, MSE = 1.023.

## Variable 76 added with crit = 46.48, MSE = 1.019.

## Variable 82 added with crit = 45.92, MSE = 1.016.

## Variable 93 added with crit = 44.26, MSE = 1.012.

## Variable 108 added with crit = 43.56, MSE = 1.01.

## Variable 109 added with crit = 43.26, MSE = 1.007.

## Variable 124 added with crit = 42.8, MSE = 1.005.

## Variable 131 added with crit = 41.49, MSE = 1.001.

## Variable 133 added with crit = 41.18, MSE = 0.999.

## Variable 139 added with crit = 39.85, MSE = 0.996.

## Variable 147 added with crit = 33.18, MSE = 0.987.

## Variable 150 added with crit = 32.97, MSE = 0.985.

## Variable 173 added with crit = 32.71, MSE = 0.983.

## Variable 175 added with crit = 30.38, MSE = 0.979.

## Variable 180 added with crit = 30.17, MSE = 0.976.

## Variable 186 added with crit = 28.45, MSE = 0.973.

## Variable 193 added with crit = 26.73, MSE = 0.969.

## Variable 201 added with crit = 26.01, MSE = 0.967.

## Variable 209 added with crit = 25.93, MSE = 0.965.

## Variable 226 added with crit = 25.23, MSE = 0.962.

## Variable 227 added with crit = 24.47, MSE = 0.959.

## Variable 230 added with crit = 22.7, MSE = 0.956.

## Variable 232 added with crit = 22.43, MSE = 0.954.

## Variable 233 added with crit = 20.18, MSE = 0.949.

## Variable 242 added with crit = 19.36, MSE = 0.947.

## Variable 243 added with crit = 14.57, MSE = 0.94.

## Variable 255 added with crit = 13.15, MSE = 0.937.

## Variable 262 added with crit = 11.89, MSE = 0.934.

## Variable 263 added with crit = 11.03, MSE = 0.931.

## Variable 267 added with crit = 8.34, MSE = 0.927.

## Variable 290 added with crit = 7.2, MSE = 0.924.

## Variable 292 added with crit = 5.29, MSE = 0.921.

## Variable 298 added with crit = 4.5, MSE = 0.918.

## Variable 302 added with crit = 1.78, MSE = 0.914.

## Variable 312 added with crit = 1.29, MSE = 0.911.

## Variable 317 added with crit = -4.96, MSE = 0.904.

## Variable 318 added with crit = -6.11, MSE = 0.901.

## Variable 320 added with crit = -7.99, MSE = 0.898.

## Variable 323 added with crit = -14.66, MSE = 0.89.

## Variable 324 added with crit = -17.11, MSE = 0.886.

## Variable 332 added with crit = -17.47, MSE = 0.884.

## Variable 337 added with crit = -19.59, MSE = 0.88.

## Variable 348 added with crit = -20.15, MSE = 0.878.

## Variable 356 added with crit = -21.48, MSE = 0.875.

## Variable 359 added with crit = -22.66, MSE = 0.872.

## Variable 362 added with crit = -23.82, MSE = 0.87.

## Variable 370 added with crit = -26.02, MSE = 0.866.

## Variable 372 added with crit = -27.68, MSE = 0.863.

## Variable 373 added with crit = -32.13, MSE = 0.857.

## Variable 381 added with crit = -32.94, MSE = 0.855.

## Variable 383 added with crit = -33.75, MSE = 0.852.

## Variable 384 added with crit = -43.35, MSE = 0.843.

## Variable 393 added with crit = -45.77, MSE = 0.839.

## Variable 395 added with crit = -48.57, MSE = 0.835.

## Variable 396 added with crit = -50.18, MSE = 0.832.

## Variable 401 added with crit = -53.32, MSE = 0.828.

## Variable 404 added with crit = -57.22, MSE = 0.823.

## Variable 407 added with crit = -58.34, MSE = 0.82.

## Done.

## Starting the fast-forward, 0 variables, crit = 1013.34, MSE = 1.013.

## Variable 2 added with crit = 1007.91, MSE = 1.006.

## Variable 3 added with crit = 1001.86, MSE = 0.998.

## Variable 4 added with crit = 992.21, MSE = 0.986.

## Variable 5 added with crit = 977.51, MSE = 0.97.

## Variable 6 added with crit = 963.1, MSE = 0.953.

## Variable 15 added with crit = 963.05, MSE = 0.951.

## Variable 18 added with crit = 961.54, MSE = 0.948.

## Variable 20 added with crit = 959.83, MSE = 0.944.

## Variable 23 added with crit = 958.67, MSE = 0.941.

## Variable 24 added with crit = 957.04, MSE = 0.937.

## Variable 27 added with crit = 955.77, MSE = 0.934.

## Variable 38 added with crit = 950.19, MSE = 0.926.

## Variable 39 added with crit = 947.12, MSE = 0.921.

## Variable 42 added with crit = 946.84, MSE = 0.919.

## Variable 45 added with crit = 946.32, MSE = 0.916.

## Variable 50 added with crit = 946.17, MSE = 0.914.

## Variable 56 added with crit = 945.12, MSE = 0.911.

## Variable 70 added with crit = 944.96, MSE = 0.909.

## Variable 78 added with crit = 944.29, MSE = 0.906.

## Variable 81 added with crit = 942.88, MSE = 0.903.

## Variable 82 added with crit = 941.62, MSE = 0.9.

## Variable 83 added with crit = 937.69, MSE = 0.894.

## Variable 85 added with crit = 936.73, MSE = 0.891.

## Variable 94 added with crit = 934.78, MSE = 0.887.

## Variable 101 added with crit = 932.43, MSE = 0.882.

## Variable 104 added with crit = 932.03, MSE = 0.88.

## Variable 109 added with crit = 931.12, MSE = 0.877.

## Variable 111 added with crit = 928.19, MSE = 0.872.

## Variable 129 added with crit = 925.87, MSE = 0.868.

## Variable 133 added with crit = 924.9, MSE = 0.865.

## Variable 144 added with crit = 924.88, MSE = 0.863.

## Variable 147 added with crit = 924.5, MSE = 0.86.

## Variable 158 added with crit = 924.42, MSE = 0.858.

## Variable 160 added with crit = 924.13, MSE = 0.856.

## Variable 181 added with crit = 922.94, MSE = 0.853.

## Variable 184 added with crit = 922.51, MSE = 0.851.

## Variable 186 added with crit = 922.09, MSE = 0.848.

## Variable 196 added with crit = 919.05, MSE = 0.843.

## Variable 201 added with crit = 918.92, MSE = 0.841.

## Variable 204 added with crit = 918.61, MSE = 0.839.

## Variable 206 added with crit = 918.39, MSE = 0.836.

## Variable 212 added with crit = 918, MSE = 0.834.

## Variable 228 added with crit = 917.16, MSE = 0.831.

## Variable 239 added with crit = 917, MSE = 0.829.

## Variable 261 added with crit = 913.55, MSE = 0.824.

## Variable 267 added with crit = 911.55, MSE = 0.82.

## Variable 272 added with crit = 911.02, MSE = 0.817.

## Variable 313 added with crit = 909.38, MSE = 0.813.

## Variable 332 added with crit = 909.16, MSE = 0.811.

## Variable 333 added with crit = 908.43, MSE = 0.808.

## Variable 345 added with crit = 907.45, MSE = 0.805.

## Variable 348 added with crit = 907.38, MSE = 0.803.

## Variable 352 added with crit = 905.3, MSE = 0.799.

## Variable 375 added with crit = 904.93, MSE = 0.797.

## Variable 377 added with crit = 903.13, MSE = 0.793.

## Variable 393 added with crit = 903.11, MSE = 0.791.

## Variable 397 added with crit = 902.53, MSE = 0.789.

## Variable 400 added with crit = 900.78, MSE = 0.785.

## Variable 409 added with crit = 900, MSE = 0.782.

## Variable 413 added with crit = 899.55, MSE = 0.78.

## Variable 445 added with crit = 898.48, MSE = 0.776.

## Variable 467 added with crit = 896.28, MSE = 0.772.

## Variable 469 added with crit = 895.5, MSE = 0.769.

## Variable 487 added with crit = 894.6, MSE = 0.767.

## Variable 490 added with crit = 893.79, MSE = 0.764.

## Variable 501 added with crit = 883.49, MSE = 0.751.

## Variable 504 added with crit = 881.61, MSE = 0.748.

## Variable 505 added with crit = 881.15, MSE = 0.745.

## Variable 512 added with crit = 880.56, MSE = 0.743.

## Variable 515 added with crit = 880.54, MSE = 0.741.

## Done.

## Starting the fast-forward, 0 variables, crit = 13.25, MSE = 1.013.

## Variable 2 added with crit = 7.89, MSE = 1.006.

## Variable 3 added with crit = 1.86, MSE = 0.998.

## Variable 4 added with crit = -7.88, MSE = 0.986.

## Variable 5 added with crit = -22.96, MSE = 0.97.

## Variable 6 added with crit = -38.04, MSE = 0.953.

## Variable 15 added with crit = -38.19, MSE = 0.951.

## Variable 18 added with crit = -39.89, MSE = 0.948.

## Variable 20 added with crit = -41.81, MSE = 0.944.

## Variable 23 added with crit = -43.16, MSE = 0.941.

## Variable 24 added with crit = -45.03, MSE = 0.937.

## Variable 27 added with crit = -46.53, MSE = 0.934.

## Variable 38 added with crit = -52.68, MSE = 0.926.

## Variable 39 added with crit = -56.16, MSE = 0.921.

## Variable 42 added with crit = -56.64, MSE = 0.919.

## Variable 45 added with crit = -57.39, MSE = 0.916.

## Variable 50 added with crit = -57.74, MSE = 0.914.

## Variable 56 added with crit = -59.08, MSE = 0.911.

## Variable 64 added with crit = -59.26, MSE = 0.909.

## Variable 70 added with crit = -59.72, MSE = 0.907.

## Variable 78 added with crit = -60.76, MSE = 0.904.

## Variable 81 added with crit = -62.62, MSE = 0.901.

## Variable 82 added with crit = -63.9, MSE = 0.898.

## Variable 83 added with crit = -68.41, MSE = 0.892.

## Variable 85 added with crit = -69.77, MSE = 0.889.

## Variable 86 added with crit = -69.87, MSE = 0.887.

## Variable 93 added with crit = -69.96, MSE = 0.885.

## Variable 94 added with crit = -72.87, MSE = 0.881.

## Variable 99 added with crit = -73.3, MSE = 0.879.

## Variable 101 added with crit = -75.68, MSE = 0.875.

## Variable 104 added with crit = -76.34, MSE = 0.873.

## Variable 109 added with crit = -77.9, MSE = 0.869.

## Variable 110 added with crit = -78.05, MSE = 0.868.

## Variable 111 added with crit = -81.42, MSE = 0.863.

## Variable 112 added with crit = -81.55, MSE = 0.861.

## Variable 129 added with crit = -84.16, MSE = 0.857.

## Variable 133 added with crit = -86.64, MSE = 0.853.

## Variable 147 added with crit = -87.7, MSE = 0.851.

## Variable 160 added with crit = -88.36, MSE = 0.848.

## Variable 181 added with crit = -89.99, MSE = 0.845.

## Variable 184 added with crit = -90.36, MSE = 0.843.

## Variable 186 added with crit = -91.85, MSE = 0.84.

## Variable 196 added with crit = -96.62, MSE = 0.835.

## Variable 201 added with crit = -97.19, MSE = 0.833.

## Variable 204 added with crit = -98.11, MSE = 0.83.

## Variable 206 added with crit = -98.33, MSE = 0.828.

## Variable 212 added with crit = -98.74, MSE = 0.826.

## Variable 228 added with crit = -100.55, MSE = 0.823.

## Variable 236 added with crit = -100.86, MSE = 0.821.

## Variable 239 added with crit = -102.06, MSE = 0.819.

## Variable 251 added with crit = -102.12, MSE = 0.817.

## Variable 261 added with crit = -106.63, MSE = 0.812.

## Variable 267 added with crit = -109.61, MSE = 0.808.

## Variable 272 added with crit = -110.83, MSE = 0.805.

## Variable 273 added with crit = -111.08, MSE = 0.803.

## Variable 313 added with crit = -113.84, MSE = 0.799.

## Variable 322 added with crit = -114.11, MSE = 0.798.

## Variable 323 added with crit = -114.91, MSE = 0.795.

## Variable 332 added with crit = -115.87, MSE = 0.793.

## Variable 333 added with crit = -118.74, MSE = 0.789.

## Variable 345 added with crit = -120.98, MSE = 0.786.

## Variable 352 added with crit = -124.05, MSE = 0.782.

## Variable 355 added with crit = -124.24, MSE = 0.78.

## Variable 372 added with crit = -125.17, MSE = 0.778.

## Variable 375 added with crit = -126.93, MSE = 0.775.

## Variable 377 added with crit = -129.3, MSE = 0.772.

## Variable 380 added with crit = -129.39, MSE = 0.77.

## Variable 388 added with crit = -130.43, MSE = 0.768.

## Variable 397 added with crit = -132.69, MSE = 0.764.

## Variable 400 added with crit = -135.53, MSE = 0.761.

## Variable 409 added with crit = -137.39, MSE = 0.758.

## Done.

## Starting the fast-forward, 0 variables, crit = 1079.05, MSE = 1.079.

## Variable 2 added with crit = 1070.07, MSE = 1.068.

## Variable 3 added with crit = 1064.71, MSE = 1.061.

## Variable 4 added with crit = 1052.27, MSE = 1.046.

## Variable 5 added with crit = 1049.73, MSE = 1.042.

## Variable 6 added with crit = 1040.82, MSE = 1.031.

## Variable 24 added with crit = 1039.59, MSE = 1.028.

## Variable 28 added with crit = 1036.03, MSE = 1.022.

## Variable 36 added with crit = 1030.13, MSE = 1.014.

## Variable 37 added with crit = 1029.81, MSE = 1.012.

## Variable 39 added with crit = 1027.05, MSE = 1.007.

## Variable 50 added with crit = 1025.09, MSE = 1.003.

## Variable 57 added with crit = 1024.48, MSE = 1.

## Variable 58 added with crit = 1023.26, MSE = 0.997.

## Variable 65 added with crit = 1022.49, MSE = 0.994.

## Variable 79 added with crit = 1019.64, MSE = 0.99.

## Variable 93 added with crit = 1016.65, MSE = 0.985.

## Variable 97 added with crit = 1013.12, MSE = 0.979.

## Variable 102 added with crit = 1010.93, MSE = 0.975.

## Variable 104 added with crit = 1010.31, MSE = 0.972.

## Variable 107 added with crit = 1009.95, MSE = 0.97.

## Variable 115 added with crit = 1008.46, MSE = 0.966.

## Variable 122 added with crit = 1008.22, MSE = 0.964.

## Variable 124 added with crit = 1004.33, MSE = 0.958.

## Variable 127 added with crit = 1004.03, MSE = 0.956.

## Variable 129 added with crit = 1003.85, MSE = 0.954.

## Variable 130 added with crit = 1001.87, MSE = 0.95.

## Variable 134 added with crit = 1001.47, MSE = 0.947.

## Variable 135 added with crit = 1001.17, MSE = 0.945.

## Variable 145 added with crit = 997.72, MSE = 0.94.

## Variable 177 added with crit = 997.69, MSE = 0.938.

## Variable 180 added with crit = 997.25, MSE = 0.935.

## Variable 185 added with crit = 996.62, MSE = 0.933.

## Variable 191 added with crit = 994.98, MSE = 0.929.

## Variable 195 added with crit = 993.21, MSE = 0.925.

## Variable 198 added with crit = 991.7, MSE = 0.922.

## Variable 221 added with crit = 989.87, MSE = 0.918.

## Variable 226 added with crit = 989.48, MSE = 0.915.

## Variable 231 added with crit = 988.08, MSE = 0.912.

## Variable 235 added with crit = 987.95, MSE = 0.91.

## Variable 238 added with crit = 987.42, MSE = 0.907.

## Variable 240 added with crit = 983.65, MSE = 0.902.

## Variable 253 added with crit = 983.04, MSE = 0.899.

## Variable 258 added with crit = 982.31, MSE = 0.896.

## Variable 259 added with crit = 981.62, MSE = 0.894.

## Variable 265 added with crit = 977.85, MSE = 0.888.

## Variable 272 added with crit = 977.41, MSE = 0.885.

## Variable 291 added with crit = 972.98, MSE = 0.879.

## Variable 294 added with crit = 971.52, MSE = 0.876.

## Variable 301 added with crit = 971.21, MSE = 0.873.

## Variable 303 added with crit = 968.73, MSE = 0.869.

## Variable 305 added with crit = 968.48, MSE = 0.866.

## Variable 328 added with crit = 968.45, MSE = 0.864.

## Variable 346 added with crit = 967.37, MSE = 0.861.

## Variable 347 added with crit = 966.38, MSE = 0.858.

## Variable 354 added with crit = 962.89, MSE = 0.853.

## Variable 361 added with crit = 961.76, MSE = 0.85.

## Variable 371 added with crit = 957.44, MSE = 0.843.

## Variable 384 added with crit = 955.51, MSE = 0.84.

## Variable 386 added with crit = 954.41, MSE = 0.836.

## Variable 396 added with crit = 954.16, MSE = 0.834.

## Variable 399 added with crit = 951.4, MSE = 0.829.

## Variable 400 added with crit = 949.69, MSE = 0.826.

## Variable 409 added with crit = 948.56, MSE = 0.823.

## Variable 426 added with crit = 945.15, MSE = 0.817.

## Variable 434 added with crit = 945.01, MSE = 0.815.

## Variable 438 added with crit = 937.59, MSE = 0.806.

## Variable 476 added with crit = 937.06, MSE = 0.803.

## Variable 496 added with crit = 935.83, MSE = 0.8.

## Variable 502 added with crit = 935.54, MSE = 0.798.

## Variable 503 added with crit = 934.73, MSE = 0.795.

## Done.

## Starting the fast-forward, 0 variables, crit = 76.08, MSE = 1.079.

## Variable 2 added with crit = 67.85, MSE = 1.068.

## Variable 3 added with crit = 62.94, MSE = 1.061.

## Variable 4 added with crit = 51.24, MSE = 1.046.

## Variable 5 added with crit = 48.88, MSE = 1.042.

## Variable 6 added with crit = 40.35, MSE = 1.031.

## Variable 24 added with crit = 39.21, MSE = 1.028.

## Variable 28 added with crit = 35.79, MSE = 1.022.

## Variable 36 added with crit = 30.03, MSE = 1.014.

## Variable 37 added with crit = 29.74, MSE = 1.012.

## Variable 39 added with crit = 27.02, MSE = 1.007.

## Variable 50 added with crit = 25.08, MSE = 1.003.

## Variable 57 added with crit = 24.48, MSE = 1.

## Variable 58 added with crit = 23.25, MSE = 0.997.

## Variable 65 added with crit = 22.47, MSE = 0.994.

## Variable 79 added with crit = 19.58, MSE = 0.99.

## Variable 93 added with crit = 16.53, MSE = 0.985.

## Variable 97 added with crit = 12.9, MSE = 0.979.

## Variable 102 added with crit = 10.61, MSE = 0.975.

## Variable 104 added with crit = 9.92, MSE = 0.972.

## Variable 107 added with crit = 9.49, MSE = 0.97.

## Variable 115 added with crit = 7.89, MSE = 0.966.

## Variable 122 added with crit = 7.57, MSE = 0.964.

## Variable 124 added with crit = 3.44, MSE = 0.958.

## Variable 127 added with crit = 3.03, MSE = 0.956.

## Variable 129 added with crit = 2.75, MSE = 0.954.

## Variable 130 added with crit = 0.57, MSE = 0.95.

## Variable 134 added with crit = 0.04, MSE = 0.947.

## Variable 135 added with crit = -0.39, MSE = 0.945.

## Variable 145 added with crit = -4.18, MSE = 0.94.

## Variable 177 added with crit = -4.33, MSE = 0.938.

## Variable 180 added with crit = -4.94, MSE = 0.935.

## Variable 185 added with crit = -5.76, MSE = 0.933.

## Variable 191 added with crit = -7.67, MSE = 0.929.

## Variable 195 added with crit = -9.74, MSE = 0.925.

## Variable 198 added with crit = -11.53, MSE = 0.922.

## Variable 221 added with crit = -13.7, MSE = 0.918.

## Variable 226 added with crit = -14.31, MSE = 0.915.

## Variable 229 added with crit = -14.37, MSE = 0.914.

## Variable 231 added with crit = -15.98, MSE = 0.91.

## Variable 233 added with crit = -16.06, MSE = 0.908.

## Variable 235 added with crit = -16.25, MSE = 0.906.

## Variable 238 added with crit = -17.04, MSE = 0.904.

## Variable 240 added with crit = -21.06, MSE = 0.898.

## Variable 247 added with crit = -21.09, MSE = 0.897.

## Variable 253 added with crit = -21.98, MSE = 0.894.

## Variable 258 added with crit = -23.16, MSE = 0.891.

## Variable 259 added with crit = -24.25, MSE = 0.888.

## Variable 265 added with crit = -28.47, MSE = 0.883.

## Variable 272 added with crit = -28.93, MSE = 0.881.

## Variable 289 added with crit = -28.98, MSE = 0.879.

## Variable 291 added with crit = -33.81, MSE = 0.873.

## Variable 294 added with crit = -35.13, MSE = 0.87.

## Variable 301 added with crit = -35.81, MSE = 0.868.

## Variable 303 added with crit = -38.78, MSE = 0.863.

## Variable 305 added with crit = -39.48, MSE = 0.861.

## Variable 328 added with crit = -39.9, MSE = 0.859.

## Variable 340 added with crit = -40.26, MSE = 0.857.

## Variable 346 added with crit = -41.43, MSE = 0.854.

## Variable 347 added with crit = -43.04, MSE = 0.851.

## Variable 354 added with crit = -47.61, MSE = 0.846.

## Variable 361 added with crit = -49.7, MSE = 0.842.

## Variable 371 added with crit = -55.49, MSE = 0.836.

## Variable 384 added with crit = -57.53, MSE = 0.832.

## Variable 386 added with crit = -59.25, MSE = 0.829.

## Variable 396 added with crit = -60.75, MSE = 0.826.

## Variable 399 added with crit = -64.3, MSE = 0.822.

## Variable 400 added with crit = -67.05, MSE = 0.818.

## Variable 409 added with crit = -68.96, MSE = 0.815.

## Variable 412 added with crit = -69.17, MSE = 0.813.

## Variable 426 added with crit = -72.64, MSE = 0.808.

## Done.

## Starting the fast-forward, 0 variables, crit = 1082.21, MSE = 1.082.

## Variable 2 added with crit = 1070.27, MSE = 1.068.

## Variable 3 added with crit = 1047.11, MSE = 1.043.

## Variable 4 added with crit = 1033.24, MSE = 1.027.

## Variable 6 added with crit = 1017.17, MSE = 1.009.

## Variable 8 added with crit = 1016.15, MSE = 1.006.

## Variable 11 added with crit = 1015.42, MSE = 1.003.

## Variable 31 added with crit = 1014.79, MSE = 1.001.

## Variable 32 added with crit = 1013.63, MSE = 0.998.

## Variable 36 added with crit = 1013.1, MSE = 0.995.

## Variable 41 added with crit = 1011.35, MSE = 0.991.

## Variable 42 added with crit = 1010.52, MSE = 0.989.

## Variable 54 added with crit = 1008.37, MSE = 0.984.

## Variable 58 added with crit = 1003.58, MSE = 0.978.

## Variable 61 added with crit = 1002.73, MSE = 0.975.

## Variable 70 added with crit = 1002, MSE = 0.972.

## Variable 75 added with crit = 1001.4, MSE = 0.969.

## Variable 94 added with crit = 999.6, MSE = 0.966.

## Variable 100 added with crit = 995.29, MSE = 0.959.

## Variable 104 added with crit = 994.52, MSE = 0.957.

## Variable 110 added with crit = 993.99, MSE = 0.954.

## Variable 111 added with crit = 990.86, MSE = 0.949.

## Variable 113 added with crit = 988.41, MSE = 0.944.

## Variable 115 added with crit = 985.89, MSE = 0.94.

## Variable 132 added with crit = 985.09, MSE = 0.937.

## Variable 144 added with crit = 983.71, MSE = 0.934.

## Variable 154 added with crit = 982.82, MSE = 0.931.

## Variable 160 added with crit = 981.58, MSE = 0.928.

## Variable 167 added with crit = 979.83, MSE = 0.924.

## Variable 171 added with crit = 979.4, MSE = 0.921.

## Variable 178 added with crit = 977.86, MSE = 0.918.

## Variable 179 added with crit = 974.66, MSE = 0.913.

## Variable 187 added with crit = 971.84, MSE = 0.908.

## Variable 195 added with crit = 971.75, MSE = 0.906.

## Variable 203 added with crit = 968.29, MSE = 0.9.

## Variable 211 added with crit = 966.53, MSE = 0.897.

## Variable 230 added with crit = 966.28, MSE = 0.894.

## Variable 247 added with crit = 966.24, MSE = 0.892.

## Variable 256 added with crit = 964.61, MSE = 0.889.

## Variable 271 added with crit = 964.33, MSE = 0.886.

## Variable 282 added with crit = 962.45, MSE = 0.882.

## Variable 287 added with crit = 961.06, MSE = 0.879.

## Variable 305 added with crit = 958.74, MSE = 0.875.

## Variable 307 added with crit = 956.27, MSE = 0.87.

## Variable 320 added with crit = 955.68, MSE = 0.868.

## Variable 322 added with crit = 953.97, MSE = 0.864.

## Variable 329 added with crit = 952.87, MSE = 0.861.

## Variable 330 added with crit = 951.68, MSE = 0.858.

## Variable 332 added with crit = 951.07, MSE = 0.855.

## Variable 336 added with crit = 949.64, MSE = 0.852.

## Variable 338 added with crit = 947.36, MSE = 0.847.

## Variable 342 added with crit = 945.79, MSE = 0.844.

## Variable 345 added with crit = 945.61, MSE = 0.842.

## Variable 357 added with crit = 945.19, MSE = 0.839.

## Variable 388 added with crit = 944.5, MSE = 0.837.

## Variable 395 added with crit = 944.39, MSE = 0.834.

## Variable 400 added with crit = 944.02, MSE = 0.832.

## Variable 405 added with crit = 940.41, MSE = 0.826.

## Variable 407 added with crit = 939.4, MSE = 0.823.

## Variable 410 added with crit = 937.05, MSE = 0.819.

## Variable 415 added with crit = 935.81, MSE = 0.816.

## Variable 446 added with crit = 933.26, MSE = 0.811.

## Variable 453 added with crit = 932.52, MSE = 0.809.

## Variable 455 added with crit = 930.88, MSE = 0.805.

## Variable 458 added with crit = 930.68, MSE = 0.803.

## Variable 460 added with crit = 928.95, MSE = 0.799.

## Variable 481 added with crit = 928.8, MSE = 0.797.

## Variable 484 added with crit = 925.25, MSE = 0.791.

## Variable 492 added with crit = 924.08, MSE = 0.788.

## Variable 501 added with crit = 921.59, MSE = 0.784.

## Variable 511 added with crit = 920.34, MSE = 0.78.

## Done.

## Starting the fast-forward, 0 variables, crit = 79.01, MSE = 1.082.

## Variable 2 added with crit = 68.04, MSE = 1.068.

## Variable 3 added with crit = 46.2, MSE = 1.043.

## Variable 4 added with crit = 32.87, MSE = 1.027.

## Variable 6 added with crit = 17.13, MSE = 1.009.

## Variable 8 added with crit = 16.13, MSE = 1.006.

## Variable 11 added with crit = 15.41, MSE = 1.003.

## Variable 31 added with crit = 14.79, MSE = 1.001.

## Variable 32 added with crit = 13.63, MSE = 0.998.

## Variable 36 added with crit = 13.09, MSE = 0.995.

## Variable 41 added with crit = 11.31, MSE = 0.991.

## Variable 42 added with crit = 10.45, MSE = 0.989.

## Variable 54 added with crit = 8.24, MSE = 0.984.

## Variable 58 added with crit = 3.33, MSE = 0.978.

## Variable 61 added with crit = 2.41, MSE = 0.975.

## Variable 70 added with crit = 1.6, MSE = 0.972.

## Variable 75 added with crit = 0.92, MSE = 0.969.

## Variable 94 added with crit = -1, MSE = 0.966.

## Variable 100 added with crit = -5.57, MSE = 0.959.

## Variable 104 added with crit = -6.45, MSE = 0.957.

## Variable 110 added with crit = -7.1, MSE = 0.954.

## Variable 111 added with crit = -10.49, MSE = 0.949.

## Variable 113 added with crit = -13.2, MSE = 0.944.

## Variable 115 added with crit = -15.99, MSE = 0.94.

## Variable 132 added with crit = -16.98, MSE = 0.937.

## Variable 144 added with crit = -18.59, MSE = 0.934.

## Variable 154 added with crit = -19.69, MSE = 0.931.

## Variable 160 added with crit = -21.18, MSE = 0.928.

## Variable 167 added with crit = -23.23, MSE = 0.924.

## Variable 171 added with crit = -23.87, MSE = 0.921.

## Variable 178 added with crit = -25.71, MSE = 0.918.

## Variable 179 added with crit = -29.4, MSE = 0.913.

## Variable 187 added with crit = -32.69, MSE = 0.908.

## Variable 195 added with crit = -32.99, MSE = 0.906.

## Variable 201 added with crit = -33.13, MSE = 0.904.

## Variable 203 added with crit = -37.33, MSE = 0.898.

## Variable 211 added with crit = -39.59, MSE = 0.894.

## Variable 226 added with crit = -39.89, MSE = 0.892.

## Variable 230 added with crit = -40.16, MSE = 0.89.

## Variable 236 added with crit = -40.54, MSE = 0.888.

## Variable 247 added with crit = -40.92, MSE = 0.886.

## Variable 256 added with crit = -43.12, MSE = 0.882.

## Variable 271 added with crit = -43.52, MSE = 0.88.

## Variable 282 added with crit = -45.91, MSE = 0.876.

## Variable 287 added with crit = -48.5, MSE = 0.872.

## Variable 305 added with crit = -50.95, MSE = 0.869.

## Variable 307 added with crit = -54.1, MSE = 0.864.

## Variable 311 added with crit = -54.18, MSE = 0.862.

## Variable 320 added with crit = -55.55, MSE = 0.859.

## Variable 322 added with crit = -58.61, MSE = 0.855.

## Variable 329 added with crit = -59.84, MSE = 0.852.

## Variable 330 added with crit = -61.95, MSE = 0.849.

## Variable 332 added with crit = -63.11, MSE = 0.846.

## Variable 336 added with crit = -65.37, MSE = 0.843.

## Variable 338 added with crit = -68.37, MSE = 0.838.

## Variable 342 added with crit = -70.61, MSE = 0.835.

## Variable 345 added with crit = -71.55, MSE = 0.832.

## Variable 348 added with crit = -71.65, MSE = 0.831.

## Variable 349 added with crit = -71.9, MSE = 0.829.

## Variable 357 added with crit = -73.37, MSE = 0.826.

## Variable 365 added with crit = -73.66, MSE = 0.824.

## Variable 388 added with crit = -74.85, MSE = 0.821.

## Variable 395 added with crit = -75.16, MSE = 0.819.

## Variable 400 added with crit = -75.67, MSE = 0.817.

## Variable 405 added with crit = -80.09, MSE = 0.812.

## Variable 407 added with crit = -81.51, MSE = 0.809.

## Variable 410 added with crit = -84.94, MSE = 0.805.

## Variable 415 added with crit = -86.45, MSE = 0.802.

## Variable 433 added with crit = -86.6, MSE = 0.8.

## Variable 446 added with crit = -91.19, MSE = 0.795.

## Variable 447 added with crit = -91.66, MSE = 0.793.

## Done.

## Starting the fast-forward, 0 variables, crit = 1037.19, MSE = 1.037.

## Variable 2 added with crit = 1030.31, MSE = 1.028.

## Variable 3 added with crit = 1024.06, MSE = 1.02.

## Variable 4 added with crit = 1023.17, MSE = 1.017.

## Variable 6 added with crit = 1016.97, MSE = 1.009.

## Variable 11 added with crit = 1016.46, MSE = 1.006.

## Variable 12 added with crit = 1014.87, MSE = 1.003.

## Variable 28 added with crit = 1012.39, MSE = 0.998.

## Variable 35 added with crit = 1007.42, MSE = 0.991.

## Variable 48 added with crit = 1004.21, MSE = 0.986.

## Variable 61 added with crit = 1003.99, MSE = 0.984.

## Variable 70 added with crit = 1001.89, MSE = 0.98.

## Variable 71 added with crit = 994.8, MSE = 0.971.

## Variable 86 added with crit = 992.24, MSE = 0.966.

## Variable 88 added with crit = 991.51, MSE = 0.964.

## Variable 94 added with crit = 985.95, MSE = 0.956.

## Variable 105 added with crit = 985.32, MSE = 0.953.

## Variable 109 added with crit = 983.29, MSE = 0.949.

## Variable 124 added with crit = 980.82, MSE = 0.945.

## Variable 138 added with crit = 977.94, MSE = 0.94.

## Variable 139 added with crit = 976.74, MSE = 0.937.

## Variable 151 added with crit = 976.5, MSE = 0.934.

## Variable 154 added with crit = 975.95, MSE = 0.932.

## Variable 158 added with crit = 974.65, MSE = 0.929.

## Variable 160 added with crit = 973.3, MSE = 0.925.

## Variable 164 added with crit = 963.72, MSE = 0.914.

## Variable 166 added with crit = 963.55, MSE = 0.912.

## Variable 177 added with crit = 962.73, MSE = 0.909.

## Variable 187 added with crit = 962.51, MSE = 0.907.

## Variable 189 added with crit = 962.48, MSE = 0.904.

## Variable 196 added with crit = 959.14, MSE = 0.899.

## Variable 204 added with crit = 958.84, MSE = 0.897.

## Variable 218 added with crit = 958.03, MSE = 0.894.

## Variable 229 added with crit = 955, MSE = 0.889.

## Variable 230 added with crit = 950.48, MSE = 0.882.

## Variable 246 added with crit = 944.44, MSE = 0.874.

## Variable 248 added with crit = 939.91, MSE = 0.868.

## Variable 260 added with crit = 939.51, MSE = 0.866.

## Variable 265 added with crit = 938.94, MSE = 0.863.

## Variable 266 added with crit = 937.07, MSE = 0.859.

## Variable 288 added with crit = 933.32, MSE = 0.853.

## Variable 316 added with crit = 932.6, MSE = 0.851.

## Variable 320 added with crit = 930.61, MSE = 0.847.

## Variable 321 added with crit = 930.43, MSE = 0.844.

## Variable 332 added with crit = 929.11, MSE = 0.841.

## Variable 334 added with crit = 927.99, MSE = 0.838.

## Variable 342 added with crit = 927.22, MSE = 0.835.

## Variable 354 added with crit = 927.22, MSE = 0.833.

## Variable 362 added with crit = 927.19, MSE = 0.831.

## Variable 364 added with crit = 926.39, MSE = 0.828.

## Variable 389 added with crit = 925.56, MSE = 0.826.

## Variable 403 added with crit = 915.39, MSE = 0.813.

## Variable 404 added with crit = 915.28, MSE = 0.811.

## Variable 408 added with crit = 913.48, MSE = 0.807.

## Variable 423 added with crit = 912.74, MSE = 0.805.

## Variable 443 added with crit = 912.14, MSE = 0.802.

## Variable 448 added with crit = 908.1, MSE = 0.796.

## Variable 451 added with crit = 906.69, MSE = 0.793.

## Variable 462 added with crit = 905.33, MSE = 0.789.

## Variable 465 added with crit = 904.39, MSE = 0.786.

## Variable 470 added with crit = 902.65, MSE = 0.783.

## Variable 477 added with crit = 902.65, MSE = 0.781.

## Variable 478 added with crit = 902.37, MSE = 0.778.

## Variable 480 added with crit = 901.09, MSE = 0.775.

## Variable 501 added with crit = 900.13, MSE = 0.772.

## Variable 515 added with crit = 900.05, MSE = 0.77.

## Variable 516 added with crit = 899.5, MSE = 0.767.

## Variable 518 added with crit = 898.8, MSE = 0.765.

## Variable 538 added with crit = 898.62, MSE = 0.763.

## Variable 541 added with crit = 896.92, MSE = 0.759.

## Variable 557 added with crit = 895.8, MSE = 0.756.

## Done.

## Starting the fast-forward, 0 variables, crit = 36.51, MSE = 1.037.

## Variable 2 added with crit = 29.91, MSE = 1.028.

## Variable 3 added with crit = 23.86, MSE = 1.02.

## Variable 4 added with crit = 23.03, MSE = 1.017.

## Variable 6 added with crit = 16.93, MSE = 1.009.

## Variable 11 added with crit = 16.43, MSE = 1.006.

## Variable 12 added with crit = 14.87, MSE = 1.003.

## Variable 28 added with crit = 12.39, MSE = 0.998.

## Variable 35 added with crit = 7.39, MSE = 0.991.

## Variable 48 added with crit = 4.11, MSE = 0.986.

## Variable 61 added with crit = 3.86, MSE = 0.984.

## Variable 70 added with crit = 1.69, MSE = 0.98.

## Variable 71 added with crit = -5.64, MSE = 0.971.

## Variable 86 added with crit = -8.34, MSE = 0.966.

## Variable 88 added with crit = -9.17, MSE = 0.964.

## Variable 94 added with crit = -15.05, MSE = 0.956.

## Variable 97 added with crit = -15.07, MSE = 0.954.

## Variable 105 added with crit = -15.99, MSE = 0.951.

## Variable 109 added with crit = -18.22, MSE = 0.947.

## Variable 124 added with crit = -20.84, MSE = 0.943.

## Variable 138 added with crit = -24.15, MSE = 0.938.

## Variable 139 added with crit = -25.23, MSE = 0.935.

## Variable 151 added with crit = -25.54, MSE = 0.933.

## Variable 154 added with crit = -26.39, MSE = 0.93.

## Variable 158 added with crit = -28.11, MSE = 0.927.

## Variable 160 added with crit = -29.8, MSE = 0.923.

## Variable 164 added with crit = -40.15, MSE = 0.912.

## Variable 166 added with crit = -40.69, MSE = 0.91.

## Variable 172 added with crit = -40.85, MSE = 0.908.

## Variable 177 added with crit = -42.11, MSE = 0.905.

## Variable 178 added with crit = -42.56, MSE = 0.903.

## Variable 187 added with crit = -43.14, MSE = 0.9.

## Variable 189 added with crit = -43.41, MSE = 0.898.

## Variable 196 added with crit = -46.94, MSE = 0.893.

## Variable 204 added with crit = -48.31, MSE = 0.89.

## Variable 218 added with crit = -49.22, MSE = 0.888.

## Variable 229 added with crit = -53.08, MSE = 0.882.

## Variable 230 added with crit = -58.15, MSE = 0.876.

## Variable 246 added with crit = -65.38, MSE = 0.868.

## Variable 248 added with crit = -71.38, MSE = 0.861.

## Variable 260 added with crit = -71.64, MSE = 0.859.

## Variable 265 added with crit = -72.67, MSE = 0.857.

## Variable 266 added with crit = -75.01, MSE = 0.853.

## Variable 278 added with crit = -75.07, MSE = 0.851.

## Variable 288 added with crit = -78.5, MSE = 0.847.

## Variable 293 added with crit = -78.88, MSE = 0.845.

## Variable 295 added with crit = -79.26, MSE = 0.843.

## Variable 316 added with crit = -80.12, MSE = 0.84.

## Variable 320 added with crit = -83.18, MSE = 0.836.

## Variable 321 added with crit = -83.28, MSE = 0.834.

## Variable 326 added with crit = -83.52, MSE = 0.832.

## Variable 332 added with crit = -85.4, MSE = 0.829.

## Variable 334 added with crit = -86.97, MSE = 0.826.

## Variable 342 added with crit = -87.92, MSE = 0.824.

## Variable 347 added with crit = -88.15, MSE = 0.822.

## Variable 362 added with crit = -88.7, MSE = 0.82.

## Variable 364 added with crit = -89.33, MSE = 0.818.

## Variable 385 added with crit = -89.41, MSE = 0.816.

## Variable 389 added with crit = -90.59, MSE = 0.813.

## Variable 400 added with crit = -90.61, MSE = 0.812.

## Variable 403 added with crit = -102.59, MSE = 0.8.

## Variable 404 added with crit = -102.98, MSE = 0.799.

## Variable 408 added with crit = -105.14, MSE = 0.795.

## Variable 423 added with crit = -106.45, MSE = 0.793.

## Variable 429 added with crit = -106.99, MSE = 0.791.

## Variable 443 added with crit = -107.91, MSE = 0.788.

## Variable 448 added with crit = -112.89, MSE = 0.783.

## Variable 449 added with crit = -113.18, MSE = 0.781.

## Variable 451 added with crit = -115.08, MSE = 0.778.

## Variable 452 added with crit = -115.14, MSE = 0.776.

## Variable 459 added with crit = -115.89, MSE = 0.774.

## Done.

## Starting the fast-forward, 0 variables, crit = 1058.7, MSE = 1.059.

## Variable 2 added with crit = 1052.76, MSE = 1.051.

## Variable 3 added with crit = 1042.89, MSE = 1.039.

## Variable 4 added with crit = 1039.49, MSE = 1.033.

## Variable 6 added with crit = 1030.82, MSE = 1.023.

## Variable 7 added with crit = 1029.47, MSE = 1.019.

## Variable 9 added with crit = 1029.31, MSE = 1.017.

## Variable 13 added with crit = 1027.51, MSE = 1.014.

## Variable 15 added with crit = 1026.27, MSE = 1.01.

## Variable 17 added with crit = 1021.93, MSE = 1.004.

## Variable 21 added with crit = 1021.81, MSE = 1.002.

## Variable 31 added with crit = 1020.66, MSE = 0.999.

## Variable 48 added with crit = 1019.13, MSE = 0.995.

## Variable 53 added with crit = 1018.94, MSE = 0.993.

## Variable 54 added with crit = 1018.9, MSE = 0.991.

## Variable 68 added with crit = 1018.76, MSE = 0.989.

## Variable 69 added with crit = 1010.48, MSE = 0.978.

## Variable 76 added with crit = 1006.24, MSE = 0.972.

## Variable 81 added with crit = 1005.59, MSE = 0.97.

## Variable 83 added with crit = 1002.9, MSE = 0.965.

## Variable 84 added with crit = 1000.99, MSE = 0.961.

## Variable 85 added with crit = 1000.77, MSE = 0.959.

## Variable 96 added with crit = 999.77, MSE = 0.956.

## Variable 106 added with crit = 999.66, MSE = 0.954.

## Variable 107 added with crit = 999.37, MSE = 0.951.

## Variable 108 added with crit = 999.07, MSE = 0.949.

## Variable 112 added with crit = 995.74, MSE = 0.944.

## Variable 122 added with crit = 994.99, MSE = 0.941.

## Variable 123 added with crit = 992.84, MSE = 0.937.

## Variable 125 added with crit = 989.42, MSE = 0.931.

## Variable 131 added with crit = 987.22, MSE = 0.927.

## Variable 137 added with crit = 986.61, MSE = 0.925.

## Variable 141 added with crit = 985.74, MSE = 0.922.

## Variable 147 added with crit = 985.69, MSE = 0.92.

## Variable 150 added with crit = 984.14, MSE = 0.916.

## Variable 155 added with crit = 983.52, MSE = 0.914.

## Variable 162 added with crit = 983.51, MSE = 0.912.

## Variable 165 added with crit = 980.25, MSE = 0.906.

## Variable 169 added with crit = 979.69, MSE = 0.904.

## Variable 175 added with crit = 978.5, MSE = 0.9.

## Variable 182 added with crit = 977.74, MSE = 0.898.

## Variable 183 added with crit = 972.22, MSE = 0.89.

## Variable 185 added with crit = 970.32, MSE = 0.886.

## Variable 188 added with crit = 964.13, MSE = 0.878.

## Variable 219 added with crit = 963.86, MSE = 0.876.

## Variable 220 added with crit = 962.32, MSE = 0.872.

## Variable 237 added with crit = 960.28, MSE = 0.868.

## Variable 244 added with crit = 957.74, MSE = 0.864.

## Variable 245 added with crit = 957.05, MSE = 0.861.

## Variable 249 added with crit = 955.48, MSE = 0.857.

## Variable 274 added with crit = 951.2, MSE = 0.851.

## Variable 276 added with crit = 950.84, MSE = 0.849.

## Variable 289 added with crit = 950.08, MSE = 0.846.

## Variable 290 added with crit = 949.37, MSE = 0.843.

## Variable 292 added with crit = 947.38, MSE = 0.839.

## Variable 295 added with crit = 944.46, MSE = 0.834.

## Variable 304 added with crit = 935.92, MSE = 0.824.

## Variable 310 added with crit = 934.99, MSE = 0.821.

## Variable 329 added with crit = 931.32, MSE = 0.815.

## Variable 333 added with crit = 930.32, MSE = 0.812.

## Variable 334 added with crit = 927.03, MSE = 0.807.

## Variable 340 added with crit = 926.98, MSE = 0.805.

## Variable 342 added with crit = 924.66, MSE = 0.801.

## Variable 345 added with crit = 923.85, MSE = 0.798.

## Variable 351 added with crit = 921.57, MSE = 0.794.

## Variable 365 added with crit = 918.77, MSE = 0.789.

## Variable 368 added with crit = 918.27, MSE = 0.786.

## Variable 370 added with crit = 914.19, MSE = 0.78.

## Variable 372 added with crit = 911.5, MSE = 0.776.

## Variable 378 added with crit = 911.49, MSE = 0.773.

## Variable 386 added with crit = 910.58, MSE = 0.771.

## Done.

## Starting the fast-forward, 0 variables, crit = 57.04, MSE = 1.059.

## Variable 2 added with crit = 51.51, MSE = 1.051.

## Variable 3 added with crit = 42.15, MSE = 1.039.

## Variable 4 added with crit = 38.94, MSE = 1.033.

## Variable 6 added with crit = 30.56, MSE = 1.023.

## Variable 7 added with crit = 29.28, MSE = 1.019.

## Variable 9 added with crit = 29.16, MSE = 1.017.

## Variable 13 added with crit = 27.42, MSE = 1.014.

## Variable 15 added with crit = 26.22, MSE = 1.01.

## Variable 17 added with crit = 21.92, MSE = 1.004.

## Variable 21 added with crit = 21.8, MSE = 1.002.

## Variable 31 added with crit = 20.66, MSE = 0.999.

## Variable 48 added with crit = 19.11, MSE = 0.995.

## Variable 53 added with crit = 18.92, MSE = 0.993.

## Variable 54 added with crit = 18.86, MSE = 0.991.

## Variable 68 added with crit = 18.7, MSE = 0.989.

## Variable 69 added with crit = 10.24, MSE = 0.978.

## Variable 76 added with crit = 5.85, MSE = 0.972.

## Variable 81 added with crit = 5.12, MSE = 0.97.

## Variable 83 added with crit = 2.27, MSE = 0.965.

## Variable 84 added with crit = 0.2, MSE = 0.961.

## Variable 85 added with crit = -0.11, MSE = 0.959.

## Variable 96 added with crit = -1.24, MSE = 0.956.

## Variable 106 added with crit = -1.45, MSE = 0.954.

## Variable 107 added with crit = -1.85, MSE = 0.951.

## Variable 108 added with crit = -2.27, MSE = 0.949.

## Variable 112 added with crit = -5.91, MSE = 0.944.

## Variable 122 added with crit = -6.83, MSE = 0.941.

## Variable 123 added with crit = -9.25, MSE = 0.937.

## Variable 125 added with crit = -13.05, MSE = 0.931.

## Variable 131 added with crit = -15.56, MSE = 0.927.

## Variable 137 added with crit = -16.38, MSE = 0.925.

## Variable 141 added with crit = -17.5, MSE = 0.922.

## Variable 147 added with crit = -17.72, MSE = 0.92.

## Variable 150 added with crit = -19.58, MSE = 0.916.

## Variable 155 added with crit = -20.45, MSE = 0.914.

## Variable 162 added with crit = -20.66, MSE = 0.912.

## Variable 165 added with crit = -24.44, MSE = 0.906.

## Variable 169 added with crit = -25.27, MSE = 0.904.

## Variable 173 added with crit = -25.29, MSE = 0.902.

## Variable 175 added with crit = -26.77, MSE = 0.899.

## Variable 182 added with crit = -27.58, MSE = 0.896.

## Variable 183 added with crit = -34.12, MSE = 0.889.

## Variable 185 added with crit = -36.32, MSE = 0.885.

## Variable 188 added with crit = -43.44, MSE = 0.877.

## Variable 192 added with crit = -43.95, MSE = 0.875.

## Variable 219 added with crit = -44.82, MSE = 0.872.

## Variable 220 added with crit = -46.96, MSE = 0.869.

## Variable 237 added with crit = -49.4, MSE = 0.865.

## Variable 244 added with crit = -53.03, MSE = 0.86.

## Variable 245 added with crit = -54.31, MSE = 0.857.

## Variable 249 added with crit = -56.58, MSE = 0.853.

## Variable 262 added with crit = -56.62, MSE = 0.852.

## Variable 274 added with crit = -61.51, MSE = 0.846.

## Variable 276 added with crit = -62.23, MSE = 0.843.

## Variable 289 added with crit = -63.5, MSE = 0.841.

## Variable 290 added with crit = -64.87, MSE = 0.838.

## Variable 292 added with crit = -67.83, MSE = 0.834.

## Variable 295 added with crit = -71.97, MSE = 0.829.

## Variable 304 added with crit = -81.78, MSE = 0.819.

## Variable 306 added with crit = -82.07, MSE = 0.817.

## Variable 310 added with crit = -83.46, MSE = 0.814.

## Variable 312 added with crit = -83.82, MSE = 0.812.

## Variable 321 added with crit = -84.32, MSE = 0.81.

## Variable 329 added with crit = -89.22, MSE = 0.805.

## Variable 331 added with crit = -89.34, MSE = 0.803.

## Variable 333 added with crit = -89.91, MSE = 0.801.

## Variable 334 added with crit = -94.72, MSE = 0.796.

## Variable 340 added with crit = -95.03, MSE = 0.794.

## Variable 342 added with crit = -98.41, MSE = 0.789.

## Variable 345 added with crit = -100.29, MSE = 0.786.

## Done.

## Starting the fast-forward, 0 variables, crit = 1087.82, MSE = 1.088.

## Variable 2 added with crit = 1082.14, MSE = 1.08.

## Variable 3 added with crit = 1068.94, MSE = 1.065.

## Variable 4 added with crit = 1050.67, MSE = 1.045.

## Variable 5 added with crit = 1039.85, MSE = 1.032.

## Variable 6 added with crit = 1032.72, MSE = 1.023.

## Variable 11 added with crit = 1031.54, MSE = 1.02.

## Variable 13 added with crit = 1029.55, MSE = 1.016.

## Variable 15 added with crit = 1029.24, MSE = 1.013.

## Variable 21 added with crit = 1027.1, MSE = 1.009.

## Variable 37 added with crit = 1024.44, MSE = 1.004.

## Variable 38 added with crit = 1018.34, MSE = 0.996.

## Variable 46 added with crit = 1017.58, MSE = 0.994.

## Variable 48 added with crit = 1016.99, MSE = 0.991.

## Variable 57 added with crit = 1016.61, MSE = 0.989.

## Variable 69 added with crit = 1016.04, MSE = 0.986.

## Variable 75 added with crit = 1014.64, MSE = 0.983.

## Variable 82 added with crit = 1014.28, MSE = 0.98.

## Variable 83 added with crit = 1013.75, MSE = 0.978.

## Variable 85 added with crit = 1008.75, MSE = 0.971.

## Variable 86 added with crit = 1008.64, MSE = 0.969.

## Variable 89 added with crit = 1008.07, MSE = 0.966.

## Variable 93 added with crit = 1002.94, MSE = 0.959.

## Variable 101 added with crit = 1002.92, MSE = 0.957.

## Variable 107 added with crit = 999.71, MSE = 0.952.

## Variable 109 added with crit = 999.3, MSE = 0.949.

## Variable 117 added with crit = 997.62, MSE = 0.946.

## Variable 126 added with crit = 995.63, MSE = 0.942.

## Variable 133 added with crit = 989.15, MSE = 0.933.

## Variable 160 added with crit = 988.87, MSE = 0.931.

## Variable 167 added with crit = 987.53, MSE = 0.928.

## Variable 171 added with crit = 986.36, MSE = 0.924.

## Variable 186 added with crit = 986.24, MSE = 0.922.

## Variable 206 added with crit = 985.14, MSE = 0.919.

## Variable 213 added with crit = 984.37, MSE = 0.916.

## Variable 221 added with crit = 983.89, MSE = 0.914.

## Variable 225 added with crit = 983.53, MSE = 0.912.

## Variable 242 added with crit = 983.42, MSE = 0.909.

## Variable 244 added with crit = 981.32, MSE = 0.905.

## Variable 246 added with crit = 980.56, MSE = 0.903.

## Variable 255 added with crit = 979.59, MSE = 0.9.

## Variable 258 added with crit = 978.46, MSE = 0.896.

## Variable 262 added with crit = 978.15, MSE = 0.894.

## Variable 273 added with crit = 977.65, MSE = 0.892.

## Variable 287 added with crit = 974.63, MSE = 0.887.

## Variable 304 added with crit = 974.6, MSE = 0.885.

## Variable 305 added with crit = 972.07, MSE = 0.88.

## Variable 318 added with crit = 969.72, MSE = 0.876.

## Variable 322 added with crit = 969.58, MSE = 0.874.

## Variable 325 added with crit = 968.35, MSE = 0.87.

## Variable 328 added with crit = 967.92, MSE = 0.868.

## Variable 333 added with crit = 967.87, MSE = 0.866.

## Variable 342 added with crit = 967.86, MSE = 0.864.

## Variable 390 added with crit = 967.42, MSE = 0.861.

## Variable 401 added with crit = 966.08, MSE = 0.858.

## Variable 414 added with crit = 963.22, MSE = 0.853.

## Variable 425 added with crit = 961.71, MSE = 0.85.

## Variable 435 added with crit = 961.64, MSE = 0.848.

## Variable 441 added with crit = 960, MSE = 0.844.

## Variable 447 added with crit = 958.56, MSE = 0.841.

## Variable 448 added with crit = 957.33, MSE = 0.837.

## Variable 452 added with crit = 955.16, MSE = 0.833.

## Variable 456 added with crit = 953.95, MSE = 0.83.

## Variable 460 added with crit = 952.52, MSE = 0.827.

## Variable 463 added with crit = 952.01, MSE = 0.824.

## Variable 499 added with crit = 951.66, MSE = 0.822.

## Variable 552 added with crit = 951.56, MSE = 0.82.

## Variable 560 added with crit = 950.58, MSE = 0.817.

## Variable 563 added with crit = 949.83, MSE = 0.814.

## Variable 569 added with crit = 949.83, MSE = 0.812.

## Variable 572 added with crit = 948.95, MSE = 0.809.

## Done.

## Starting the fast-forward, 0 variables, crit = 84.17, MSE = 1.088.

## Variable 2 added with crit = 79.09, MSE = 1.08.

## Variable 3 added with crit = 66.91, MSE = 1.065.

## Variable 4 added with crit = 49.7, MSE = 1.045.

## Variable 5 added with crit = 39.36, MSE = 1.032.

## Variable 6 added with crit = 32.46, MSE = 1.023.

## Variable 11 added with crit = 31.36, MSE = 1.02.

## Variable 13 added with crit = 29.43, MSE = 1.016.

## Variable 15 added with crit = 29.15, MSE = 1.013.

## Variable 21 added with crit = 27.06, MSE = 1.009.

## Variable 37 added with crit = 24.43, MSE = 1.004.

## Variable 38 added with crit = 18.33, MSE = 0.996.

## Variable 46 added with crit = 17.56, MSE = 0.994.

## Variable 48 added with crit = 16.95, MSE = 0.991.

## Variable 57 added with crit = 16.55, MSE = 0.989.

## Variable 69 added with crit = 15.94, MSE = 0.986.

## Variable 75 added with crit = 14.49, MSE = 0.983.

## Variable 82 added with crit = 14.08, MSE = 0.98.

## Variable 83 added with crit = 13.5, MSE = 0.978.

## Variable 85 added with crit = 8.32, MSE = 0.971.

## Variable 86 added with crit = 8.14, MSE = 0.969.

## Variable 89 added with crit = 7.48, MSE = 0.966.

## Variable 93 added with crit = 2.07, MSE = 0.959.

## Variable 101 added with crit = 1.96, MSE = 0.957.

## Variable 107 added with crit = -1.49, MSE = 0.952.

## Variable 109 added with crit = -2.03, MSE = 0.949.

## Variable 117 added with crit = -3.91, MSE = 0.946.

## Variable 126 added with crit = -6.15, MSE = 0.942.

## Variable 133 added with crit = -13.18, MSE = 0.933.

## Variable 160 added with crit = -13.63, MSE = 0.931.

## Variable 167 added with crit = -15.23, MSE = 0.928.

## Variable 171 added with crit = -16.65, MSE = 0.924.

## Variable 186 added with crit = -16.95, MSE = 0.922.

## Variable 206 added with crit = -18.32, MSE = 0.919.

## Variable 213 added with crit = -19.33, MSE = 0.916.

## Variable 221 added with crit = -20.05, MSE = 0.914.

## Variable 223 added with crit = -20.21, MSE = 0.912.

## Variable 225 added with crit = -20.65, MSE = 0.91.

## Variable 242 added with crit = -21.09, MSE = 0.907.

## Variable 244 added with crit = -23.72, MSE = 0.903.

## Variable 246 added with crit = -24.94, MSE = 0.9.

## Variable 255 added with crit = -26.01, MSE = 0.898.

## Variable 258 added with crit = -27.43, MSE = 0.895.

## Variable 262 added with crit = -28.16, MSE = 0.892.

## Variable 273 added with crit = -28.91, MSE = 0.89.

## Variable 287 added with crit = -32.41, MSE = 0.885.

## Variable 302 added with crit = -32.41, MSE = 0.883.

## Variable 304 added with crit = -32.67, MSE = 0.881.

## Variable 305 added with crit = -35.7, MSE = 0.877.

## Variable 318 added with crit = -38.48, MSE = 0.872.

## Variable 322 added with crit = -38.9, MSE = 0.87.

## Variable 325 added with crit = -40.67, MSE = 0.867.

## Variable 328 added with crit = -41.93, MSE = 0.864.

## Variable 333 added with crit = -42.14, MSE = 0.862.

## Variable 342 added with crit = -42.29, MSE = 0.86.

## Variable 357 added with crit = -42.55, MSE = 0.859.

## Variable 372 added with crit = -43.11, MSE = 0.856.

## Variable 390 added with crit = -44.74, MSE = 0.853.

## Variable 393 added with crit = -45.88, MSE = 0.851.

## Variable 401 added with crit = -48.07, MSE = 0.847.

## Variable 414 added with crit = -51.69, MSE = 0.842.

## Variable 425 added with crit = -53.67, MSE = 0.839.

## Variable 435 added with crit = -53.94, MSE = 0.837.

## Variable 438 added with crit = -54.26, MSE = 0.835.

## Variable 441 added with crit = -56.88, MSE = 0.831.

## Variable 447 added with crit = -58.5, MSE = 0.828.

## Variable 448 added with crit = -60.12, MSE = 0.825.

## Variable 452 added with crit = -61.98, MSE = 0.822.

## Variable 456 added with crit = -62.93, MSE = 0.82.

## Variable 460 added with crit = -64.49, MSE = 0.817.

## Variable 463 added with crit = -65.39, MSE = 0.814.

## Done.

## Starting the fast-forward, 0 variables, crit = 1160.32, MSE = 1.16.

## Variable 2 added with crit = 1140.51, MSE = 1.139.

## Variable 3 added with crit = 1137.18, MSE = 1.133.

## Variable 4 added with crit = 1131.12, MSE = 1.125.

## Variable 5 added with crit = 1119.21, MSE = 1.111.

## Variable 6 added with crit = 1112.12, MSE = 1.102.

## Variable 12 added with crit = 1110.63, MSE = 1.099.

## Variable 16 added with crit = 1109.38, MSE = 1.095.

## Variable 26 added with crit = 1106.87, MSE = 1.091.

## Variable 29 added with crit = 1106.26, MSE = 1.088.

## Variable 33 added with crit = 1102.96, MSE = 1.083.

## Variable 35 added with crit = 1102.84, MSE = 1.081.

## Variable 41 added with crit = 1102.15, MSE = 1.078.

## Variable 51 added with crit = 1099.83, MSE = 1.074.

## Variable 52 added with crit = 1099.11, MSE = 1.071.

## Variable 53 added with crit = 1096.94, MSE = 1.067.

## Variable 62 added with crit = 1095.25, MSE = 1.063.

## Variable 64 added with crit = 1089.56, MSE = 1.056.

## Variable 80 added with crit = 1087.59, MSE = 1.052.

## Variable 81 added with crit = 1084.79, MSE = 1.047.

## Variable 85 added with crit = 1083.2, MSE = 1.043.

## Variable 97 added with crit = 1082.03, MSE = 1.04.

## Variable 100 added with crit = 1077.08, MSE = 1.033.

## Variable 103 added with crit = 1076.07, MSE = 1.03.

## Variable 104 added with crit = 1075.19, MSE = 1.027.

## Variable 110 added with crit = 1073.42, MSE = 1.023.

## Variable 114 added with crit = 1073.04, MSE = 1.021.

## Variable 118 added with crit = 1067.88, MSE = 1.014.

## Variable 120 added with crit = 1063.66, MSE = 1.008.

## Variable 122 added with crit = 1061.66, MSE = 1.004.

## Variable 124 added with crit = 1059.04, MSE = 0.999.

## Variable 125 added with crit = 1056.5, MSE = 0.995.

## Variable 133 added with crit = 1055.6, MSE = 0.992.

## Variable 137 added with crit = 1053.38, MSE = 0.987.

## Variable 141 added with crit = 1052.03, MSE = 0.984.

## Variable 144 added with crit = 1051.44, MSE = 0.981.

## Variable 165 added with crit = 1049.28, MSE = 0.977.

## Variable 168 added with crit = 1049.03, MSE = 0.975.

## Variable 173 added with crit = 1049.02, MSE = 0.973.

## Variable 206 added with crit = 1045.2, MSE = 0.967.

## Variable 212 added with crit = 1041.62, MSE = 0.962.

## Variable 229 added with crit = 1040.82, MSE = 0.959.

## Variable 242 added with crit = 1040.28, MSE = 0.956.

## Variable 247 added with crit = 1038.78, MSE = 0.953.

## Variable 248 added with crit = 1034.97, MSE = 0.947.

## Variable 252 added with crit = 1034.69, MSE = 0.945.

## Variable 258 added with crit = 1033.66, MSE = 0.942.

## Variable 261 added with crit = 1029.01, MSE = 0.935.

## Variable 262 added with crit = 1028.76, MSE = 0.933.

## Variable 264 added with crit = 1028.73, MSE = 0.931.

## Variable 268 added with crit = 1026.18, MSE = 0.926.

## Variable 270 added with crit = 1024.82, MSE = 0.923.

## Variable 277 added with crit = 1021.86, MSE = 0.918.

## Variable 278 added with crit = 1019.58, MSE = 0.914.

## Variable 281 added with crit = 1016.45, MSE = 0.908.

## Variable 282 added with crit = 1016.01, MSE = 0.906.

## Variable 285 added with crit = 1015.32, MSE = 0.903.

## Variable 288 added with crit = 1015.29, MSE = 0.901.

## Variable 294 added with crit = 1011.01, MSE = 0.895.

## Variable 317 added with crit = 1009.24, MSE = 0.891.

## Variable 323 added with crit = 1008.77, MSE = 0.889.

## Variable 329 added with crit = 1008.07, MSE = 0.886.

## Variable 335 added with crit = 1007.96, MSE = 0.884.

## Variable 338 added with crit = 1005.79, MSE = 0.88.

## Variable 340 added with crit = 999.35, MSE = 0.871.

## Variable 347 added with crit = 996.46, MSE = 0.866.

## Variable 362 added with crit = 996.33, MSE = 0.864.

## Variable 370 added with crit = 992.68, MSE = 0.859.

## Variable 379 added with crit = 991.96, MSE = 0.856.

## Variable 385 added with crit = 991.52, MSE = 0.854.

## Variable 394 added with crit = 991.37, MSE = 0.851.

## Done.

## Starting the fast-forward, 0 variables, crit = 148.7, MSE = 1.16.

## Variable 2 added with crit = 131.72, MSE = 1.139.

## Variable 3 added with crit = 129.03, MSE = 1.133.

## Variable 4 added with crit = 123.89, MSE = 1.125.

## Variable 5 added with crit = 113.45, MSE = 1.111.

## Variable 6 added with crit = 107.24, MSE = 1.102.

## Variable 12 added with crit = 106.06, MSE = 1.099.

## Variable 16 added with crit = 105.1, MSE = 1.095.

## Variable 26 added with crit = 102.98, MSE = 1.091.

## Variable 29 added with crit = 102.58, MSE = 1.088.

## Variable 33 added with crit = 99.7, MSE = 1.083.

## Variable 41 added with crit = 99.01, MSE = 1.08.

## Variable 51 added with crit = 97.13, MSE = 1.076.

## Variable 52 added with crit = 96.52, MSE = 1.073.

## Variable 53 added with crit = 94.55, MSE = 1.069.

## Variable 62 added with crit = 93.36, MSE = 1.065.

## Variable 64 added with crit = 88.17, MSE = 1.058.

## Variable 80 added with crit = 86.21, MSE = 1.054.

## Variable 81 added with crit = 83.55, MSE = 1.049.

## Variable 85 added with crit = 82.21, MSE = 1.045.

## Variable 97 added with crit = 81.25, MSE = 1.042.

## Variable 100 added with crit = 76.13, MSE = 1.035.

## Variable 103 added with crit = 75, MSE = 1.031.

## Variable 104 added with crit = 74.41, MSE = 1.029.

## Variable 110 added with crit = 72.9, MSE = 1.025.

## Variable 114 added with crit = 72.72, MSE = 1.023.

## Variable 118 added with crit = 67.82, MSE = 1.016.

## Variable 120 added with crit = 63.87, MSE = 1.01.

## Variable 122 added with crit = 61.92, MSE = 1.006.

## Variable 124 added with crit = 59.4, MSE = 1.001.

## Variable 125 added with crit = 56.79, MSE = 0.997.

## Variable 133 added with crit = 56.05, MSE = 0.994.

## Variable 137 added with crit = 53.66, MSE = 0.99.

## Variable 141 added with crit = 52.42, MSE = 0.987.

## Variable 144 added with crit = 51.71, MSE = 0.984.

## Variable 148 added with crit = 51.42, MSE = 0.982.

## Variable 165 added with crit = 49.21, MSE = 0.977.

## Variable 168 added with crit = 48.73, MSE = 0.975.

## Variable 173 added with crit = 48.07, MSE = 0.972.

## Variable 206 added with crit = 44.01, MSE = 0.967.

## Variable 212 added with crit = 40.46, MSE = 0.961.

## Variable 225 added with crit = 40.21, MSE = 0.959.

## Variable 229 added with crit = 39.21, MSE = 0.956.

## Variable 242 added with crit = 38.54, MSE = 0.954.

## Variable 247 added with crit = 36.99, MSE = 0.95.

## Variable 248 added with crit = 32.74, MSE = 0.944.

## Variable 252 added with crit = 32.29, MSE = 0.942.

## Variable 258 added with crit = 31, MSE = 0.939.

## Variable 261 added with crit = 26.08, MSE = 0.932.

## Variable 262 added with crit = 25.3, MSE = 0.93.

## Variable 264 added with crit = 25.08, MSE = 0.928.

## Variable 268 added with crit = 22.09, MSE = 0.923.

## Variable 270 added with crit = 21.16, MSE = 0.92.

## Variable 277 added with crit = 18.66, MSE = 0.916.

## Variable 278 added with crit = 15.81, MSE = 0.912.

## Variable 281 added with crit = 12.24, MSE = 0.907.

## Variable 282 added with crit = 11.65, MSE = 0.905.

## Variable 285 added with crit = 10.79, MSE = 0.902.

## Variable 288 added with crit = 10.52, MSE = 0.9.

## Variable 294 added with crit = 6.19, MSE = 0.894.

## Variable 298 added with crit = 5.98, MSE = 0.892.

## Variable 304 added with crit = 5.82, MSE = 0.89.

## Variable 306 added with crit = 5.81, MSE = 0.889.

## Variable 317 added with crit = 3.51, MSE = 0.885.

## Variable 323 added with crit = 2.25, MSE = 0.882.

## Variable 328 added with crit = 1.95, MSE = 0.88.

## Variable 329 added with crit = 0.15, MSE = 0.876.

## Variable 334 added with crit = -0.25, MSE = 0.874.

## Variable 335 added with crit = -0.7, MSE = 0.872.

## Variable 338 added with crit = -2.71, MSE = 0.869.

## Variable 340 added with crit = -10.22, MSE = 0.861.

## Done.

## Starting the fast-forward, 0 variables, crit = 964.83, MSE = 0.965.

## Variable 2 added with crit = 961.59, MSE = 0.96.

## Variable 3 added with crit = 952.96, MSE = 0.949.

## Variable 4 added with crit = 941.45, MSE = 0.935.

## Variable 5 added with crit = 936.99, MSE = 0.929.

## Variable 6 added with crit = 933.25, MSE = 0.923.

## Variable 16 added with crit = 929.42, MSE = 0.917.

## Variable 17 added with crit = 929.1, MSE = 0.915.

## Variable 19 added with crit = 928.82, MSE = 0.913.

## Variable 25 added with crit = 927.2, MSE = 0.909.

## Variable 41 added with crit = 926.83, MSE = 0.907.

## Variable 44 added with crit = 926.4, MSE = 0.904.

## Variable 46 added with crit = 926.15, MSE = 0.902.

## Variable 50 added with crit = 923.97, MSE = 0.898.

## Variable 54 added with crit = 923.84, MSE = 0.896.

## Variable 59 added with crit = 923.38, MSE = 0.893.

## Variable 64 added with crit = 922.09, MSE = 0.89.

## Variable 66 added with crit = 921.73, MSE = 0.888.

## Variable 83 added with crit = 916.27, MSE = 0.88.

## Variable 90 added with crit = 915.83, MSE = 0.878.

## Variable 97 added with crit = 915.38, MSE = 0.875.

## Variable 107 added with crit = 913.18, MSE = 0.871.

## Variable 110 added with crit = 911.55, MSE = 0.868.

## Variable 111 added with crit = 911.04, MSE = 0.865.

## Variable 120 added with crit = 910.64, MSE = 0.863.

## Variable 124 added with crit = 910.11, MSE = 0.86.

## Variable 142 added with crit = 910.02, MSE = 0.858.

## Variable 146 added with crit = 909.45, MSE = 0.855.

## Variable 149 added with crit = 908.01, MSE = 0.852.

## Variable 160 added with crit = 907.07, MSE = 0.849.

## Variable 161 added with crit = 905.42, MSE = 0.845.

## Variable 163 added with crit = 904.88, MSE = 0.843.

## Variable 164 added with crit = 902.39, MSE = 0.838.

## Variable 166 added with crit = 902.18, MSE = 0.836.

## Variable 168 added with crit = 900.45, MSE = 0.832.

## Variable 172 added with crit = 898.64, MSE = 0.829.

## Variable 213 added with crit = 896.56, MSE = 0.825.

## Variable 221 added with crit = 896.47, MSE = 0.822.

## Variable 224 added with crit = 896.33, MSE = 0.82.

## Variable 227 added with crit = 893.27, MSE = 0.815.

## Variable 241 added with crit = 893.19, MSE = 0.813.

## Variable 248 added with crit = 889.55, MSE = 0.808.

## Variable 251 added with crit = 886.95, MSE = 0.803.

## Variable 252 added with crit = 884.65, MSE = 0.799.

## Variable 258 added with crit = 883.78, MSE = 0.796.

## Variable 262 added with crit = 883.35, MSE = 0.793.

## Variable 271 added with crit = 883.11, MSE = 0.791.

## Variable 279 added with crit = 882.53, MSE = 0.789.

## Variable 280 added with crit = 878.78, MSE = 0.783.

## Variable 282 added with crit = 878.42, MSE = 0.78.

## Variable 295 added with crit = 877.6, MSE = 0.778.

## Variable 305 added with crit = 876.82, MSE = 0.775.

## Variable 309 added with crit = 876.48, MSE = 0.772.

## Variable 310 added with crit = 876.4, MSE = 0.77.

## Variable 327 added with crit = 875.52, MSE = 0.768.

## Variable 331 added with crit = 875.16, MSE = 0.765.

## Variable 338 added with crit = 875.05, MSE = 0.763.

## Variable 355 added with crit = 869.25, MSE = 0.755.

## Variable 358 added with crit = 867.67, MSE = 0.752.

## Variable 373 added with crit = 866.71, MSE = 0.749.

## Variable 384 added with crit = 865.49, MSE = 0.745.

## Variable 398 added with crit = 864.79, MSE = 0.743.

## Variable 400 added with crit = 862.82, MSE = 0.739.

## Variable 402 added with crit = 862.51, MSE = 0.737.

## Variable 409 added with crit = 861.19, MSE = 0.733.

## Variable 411 added with crit = 857.69, MSE = 0.728.

## Variable 427 added with crit = 857.07, MSE = 0.725.

## Variable 433 added with crit = 856.85, MSE = 0.723.

## Variable 438 added with crit = 854.42, MSE = 0.718.

## Variable 457 added with crit = 851.98, MSE = 0.714.

## Variable 460 added with crit = 851.67, MSE = 0.712.

## Done.

## Starting the fast-forward, 0 variables, crit = -35.81, MSE = 0.965.

## Variable 2 added with crit = -39.25, MSE = 0.96.

## Variable 3 added with crit = -48.39, MSE = 0.949.

## Variable 4 added with crit = -60.73, MSE = 0.935.

## Variable 5 added with crit = -65.65, MSE = 0.929.

## Variable 6 added with crit = -69.85, MSE = 0.923.

## Variable 16 added with crit = -74.19, MSE = 0.917.

## Variable 17 added with crit = -74.72, MSE = 0.915.

## Variable 19 added with crit = -75.22, MSE = 0.913.

## Variable 20 added with crit = -75.39, MSE = 0.911.

## Variable 25 added with crit = -77.28, MSE = 0.907.

## Variable 38 added with crit = -77.51, MSE = 0.905.

## Variable 41 added with crit = -78.19, MSE = 0.903.

## Variable 44 added with crit = -78.92, MSE = 0.9.

## Variable 46 added with crit = -79.58, MSE = 0.898.

## Variable 50 added with crit = -82.38, MSE = 0.894.

## Variable 54 added with crit = -83.18, MSE = 0.891.

## Variable 59 added with crit = -83.86, MSE = 0.889.

## Variable 64 added with crit = -85.36, MSE = 0.886.

## Variable 65 added with crit = -85.37, MSE = 0.884.

## Variable 66 added with crit = -85.57, MSE = 0.882.

## Variable 70 added with crit = -85.94, MSE = 0.88.

## Variable 75 added with crit = -86.36, MSE = 0.878.

## Variable 83 added with crit = -93.1, MSE = 0.87.

## Variable 90 added with crit = -94.01, MSE = 0.868.

## Variable 97 added with crit = -95.07, MSE = 0.865.

## Variable 107 added with crit = -97.08, MSE = 0.862.

## Variable 110 added with crit = -99.94, MSE = 0.857.

## Variable 111 added with crit = -100.47, MSE = 0.855.

## Variable 120 added with crit = -101.98, MSE = 0.852.

## Variable 122 added with crit = -102.18, MSE = 0.85.

## Variable 124 added with crit = -102.61, MSE = 0.848.

## Variable 129 added with crit = -102.94, MSE = 0.846.

## Variable 142 added with crit = -103.73, MSE = 0.844.

## Variable 146 added with crit = -104.4, MSE = 0.842.

## Variable 149 added with crit = -106.57, MSE = 0.838.

## Variable 159 added with crit = -107.05, MSE = 0.836.

## Variable 160 added with crit = -108.65, MSE = 0.833.

## Variable 161 added with crit = -110.73, MSE = 0.83.

## Variable 163 added with crit = -112.01, MSE = 0.827.

## Variable 164 added with crit = -115.76, MSE = 0.822.

## Variable 166 added with crit = -116.4, MSE = 0.82.

## Variable 168 added with crit = -120.67, MSE = 0.815.

## Variable 169 added with crit = -121.76, MSE = 0.812.

## Variable 172 added with crit = -125.01, MSE = 0.808.

## Variable 179 added with crit = -125.38, MSE = 0.806.

## Variable 188 added with crit = -125.83, MSE = 0.804.

## Variable 196 added with crit = -126.29, MSE = 0.802.

## Variable 213 added with crit = -128.84, MSE = 0.799.

## Variable 221 added with crit = -129.36, MSE = 0.797.

## Variable 224 added with crit = -129.85, MSE = 0.795.

## Variable 225 added with crit = -130.88, MSE = 0.792.

## Variable 226 added with crit = -131.86, MSE = 0.79.

## Variable 227 added with crit = -136.19, MSE = 0.785.

## Variable 232 added with crit = -136.89, MSE = 0.783.

## Variable 248 added with crit = -140.34, MSE = 0.779.

## Variable 251 added with crit = -142.91, MSE = 0.775.

## Variable 252 added with crit = -145.91, MSE = 0.771.

## Variable 258 added with crit = -146.24, MSE = 0.769.

## Variable 262 added with crit = -148.04, MSE = 0.766.

## Variable 271 added with crit = -149.92, MSE = 0.763.

## Variable 279 added with crit = -151.81, MSE = 0.76.

## Variable 280 added with crit = -157.37, MSE = 0.755.

## Variable 282 added with crit = -158.13, MSE = 0.753.

## Variable 283 added with crit = -158.15, MSE = 0.751.

## Variable 295 added with crit = -158.47, MSE = 0.749.

## Variable 305 added with crit = -159.5, MSE = 0.747.

## Variable 309 added with crit = -161.62, MSE = 0.744.

## Variable 310 added with crit = -163.21, MSE = 0.741.

## Variable 317 added with crit = -163.37, MSE = 0.74.

## Variable 327 added with crit = -164.93, MSE = 0.737.

## Done.

## Starting the fast-forward, 0 variables, crit = 1032.26, MSE = 1.032.

## Variable 3 added with crit = 1018.85, MSE = 1.017.

## Variable 4 added with crit = 1015.63, MSE = 1.012.

## Variable 5 added with crit = 1012.33, MSE = 1.006.

## Variable 6 added with crit = 994.48, MSE = 0.986.

## Variable 10 added with crit = 993.16, MSE = 0.983.

## Variable 14 added with crit = 991.38, MSE = 0.979.

## Variable 16 added with crit = 984.94, MSE = 0.971.

## Variable 19 added with crit = 979.12, MSE = 0.963.

## Variable 40 added with crit = 978.67, MSE = 0.961.

## Variable 55 added with crit = 978.07, MSE = 0.958.

## Variable 71 added with crit = 978.05, MSE = 0.956.

## Variable 79 added with crit = 975.29, MSE = 0.951.

## Variable 92 added with crit = 972.23, MSE = 0.946.

## Variable 96 added with crit = 972, MSE = 0.944.

## Variable 99 added with crit = 971.44, MSE = 0.941.

## Variable 102 added with crit = 970.88, MSE = 0.939.

## Variable 107 added with crit = 970.78, MSE = 0.937.

## Variable 114 added with crit = 967.15, MSE = 0.931.

## Variable 134 added with crit = 966.76, MSE = 0.929.

## Variable 139 added with crit = 966.45, MSE = 0.926.

## Variable 153 added with crit = 964.5, MSE = 0.922.

## Variable 177 added with crit = 963.28, MSE = 0.919.

## Variable 197 added with crit = 962.27, MSE = 0.916.

## Variable 207 added with crit = 961.27, MSE = 0.913.

## Variable 218 added with crit = 957.97, MSE = 0.908.

## Variable 219 added with crit = 956.52, MSE = 0.905.

## Variable 220 added with crit = 956.48, MSE = 0.902.

## Variable 232 added with crit = 954.66, MSE = 0.899.

## Variable 253 added with crit = 953.06, MSE = 0.895.

## Variable 256 added with crit = 952.6, MSE = 0.893.

## Variable 265 added with crit = 951.99, MSE = 0.89.

## Variable 271 added with crit = 948.61, MSE = 0.885.

## Variable 272 added with crit = 941.54, MSE = 0.876.

## Variable 275 added with crit = 940.85, MSE = 0.873.

## Variable 278 added with crit = 940.37, MSE = 0.87.

## Variable 282 added with crit = 940.02, MSE = 0.868.

## Variable 285 added with crit = 939.81, MSE = 0.866.

## Variable 306 added with crit = 936.75, MSE = 0.861.

## Variable 310 added with crit = 936.53, MSE = 0.859.

## Variable 319 added with crit = 935.3, MSE = 0.855.

## Variable 325 added with crit = 934.34, MSE = 0.852.

## Variable 335 added with crit = 934.27, MSE = 0.85.

## Variable 345 added with crit = 932.51, MSE = 0.847.

## Variable 356 added with crit = 930.3, MSE = 0.842.

## Variable 361 added with crit = 930.23, MSE = 0.84.

## Variable 364 added with crit = 927.28, MSE = 0.835.

## Variable 388 added with crit = 926.86, MSE = 0.833.

## Variable 401 added with crit = 925.87, MSE = 0.83.

## Variable 414 added with crit = 922.59, MSE = 0.825.

## Variable 420 added with crit = 920.84, MSE = 0.821.

## Variable 429 added with crit = 920.12, MSE = 0.818.

## Variable 430 added with crit = 918.52, MSE = 0.815.

## Variable 432 added with crit = 917.27, MSE = 0.811.

## Variable 433 added with crit = 916.89, MSE = 0.809.

## Variable 439 added with crit = 916.46, MSE = 0.806.

## Variable 443 added with crit = 913.42, MSE = 0.801.

## Variable 452 added with crit = 909.87, MSE = 0.796.

## Variable 455 added with crit = 909.61, MSE = 0.794.

## Variable 456 added with crit = 908.95, MSE = 0.791.

## Variable 464 added with crit = 908.51, MSE = 0.789.

## Variable 475 added with crit = 908.1, MSE = 0.786.

## Variable 479 added with crit = 907.92, MSE = 0.784.

## Variable 481 added with crit = 907.77, MSE = 0.782.

## Variable 485 added with crit = 907.7, MSE = 0.78.

## Variable 502 added with crit = 904.34, MSE = 0.774.

## Variable 505 added with crit = 903.84, MSE = 0.772.

## Variable 507 added with crit = 899.87, MSE = 0.766.

## Variable 520 added with crit = 898.94, MSE = 0.763.

## Variable 538 added with crit = 896.5, MSE = 0.758.

## Variable 539 added with crit = 896.29, MSE = 0.756.

## Done.

## Starting the fast-forward, 0 variables, crit = 31.75, MSE = 1.032.

## Variable 3 added with crit = 18.71, MSE = 1.017.

## Variable 4 added with crit = 15.56, MSE = 1.012.

## Variable 5 added with crit = 12.31, MSE = 1.006.

## Variable 6 added with crit = -5.61, MSE = 0.986.

## Variable 10 added with crit = -6.98, MSE = 0.983.

## Variable 14 added with crit = -8.83, MSE = 0.979.

## Variable 16 added with crit = -15.49, MSE = 0.971.

## Variable 19 added with crit = -21.57, MSE = 0.963.

## Variable 40 added with crit = -22.12, MSE = 0.961.

## Variable 55 added with crit = -22.84, MSE = 0.958.

## Variable 69 added with crit = -22.87, MSE = 0.956.

## Variable 71 added with crit = -23.32, MSE = 0.954.

## Variable 79 added with crit = -26.04, MSE = 0.949.

## Variable 92 added with crit = -29.35, MSE = 0.944.

## Variable 96 added with crit = -29.83, MSE = 0.942.

## Variable 99 added with crit = -30.61, MSE = 0.939.

## Variable 102 added with crit = -31.31, MSE = 0.937.

## Variable 109 added with crit = -31.48, MSE = 0.935.

## Variable 114 added with crit = -35.32, MSE = 0.929.

## Variable 130 added with crit = -35.39, MSE = 0.927.

## Variable 134 added with crit = -35.85, MSE = 0.925.

## Variable 135 added with crit = -36.01, MSE = 0.923.

## Variable 139 added with crit = -36.53, MSE = 0.921.

## Variable 153 added with crit = -38.25, MSE = 0.917.

## Variable 170 added with crit = -38.48, MSE = 0.915.

## Variable 177 added with crit = -41.02, MSE = 0.911.

## Variable 197 added with crit = -41.86, MSE = 0.909.

## Variable 207 added with crit = -42.41, MSE = 0.906.

## Variable 217 added with crit = -42.69, MSE = 0.904.

## Variable 218 added with crit = -47.22, MSE = 0.898.

## Variable 219 added with crit = -48.79, MSE = 0.895.

## Variable 220 added with crit = -48.81, MSE = 0.893.

## Variable 232 added with crit = -51.07, MSE = 0.89.

## Variable 253 added with crit = -52.88, MSE = 0.886.

## Variable 256 added with crit = -54.23, MSE = 0.883.

## Variable 261 added with crit = -54.25, MSE = 0.881.

## Variable 265 added with crit = -55.35, MSE = 0.879.

## Variable 271 added with crit = -59.52, MSE = 0.873.

## Variable 272 added with crit = -67.91, MSE = 0.864.

## Variable 274 added with crit = -68.32, MSE = 0.862.

## Variable 275 added with crit = -70.23, MSE = 0.859.

## Variable 278 added with crit = -71.82, MSE = 0.856.

## Variable 282 added with crit = -71.97, MSE = 0.854.

## Variable 285 added with crit = -72.12, MSE = 0.852.

## Variable 306 added with crit = -76.61, MSE = 0.847.

## Variable 310 added with crit = -76.72, MSE = 0.845.

## Variable 319 added with crit = -77.93, MSE = 0.842.

## Variable 325 added with crit = -79.01, MSE = 0.839.

## Variable 335 added with crit = -79.31, MSE = 0.838.

## Variable 345 added with crit = -81.7, MSE = 0.834.

## Variable 351 added with crit = -81.94, MSE = 0.832.

## Variable 356 added with crit = -83.99, MSE = 0.829.

## Variable 361 added with crit = -84.23, MSE = 0.827.

## Variable 364 added with crit = -88.33, MSE = 0.822.

## Variable 388 added with crit = -89.27, MSE = 0.819.

## Variable 401 added with crit = -91.25, MSE = 0.816.

## Variable 413 added with crit = -91.49, MSE = 0.814.

## Variable 414 added with crit = -96.32, MSE = 0.809.

## Variable 418 added with crit = -97.41, MSE = 0.806.

## Variable 420 added with crit = -99.99, MSE = 0.803.

## Variable 429 added with crit = -102.2, MSE = 0.799.

## Variable 430 added with crit = -103.58, MSE = 0.796.

## Variable 432 added with crit = -104.89, MSE = 0.794.

## Variable 433 added with crit = -105.73, MSE = 0.792.

## Variable 439 added with crit = -107.39, MSE = 0.789.

## Variable 443 added with crit = -111.88, MSE = 0.784.

## Variable 445 added with crit = -111.98, MSE = 0.782.

## Variable 450 added with crit = -112.13, MSE = 0.78.

## Variable 452 added with crit = -116.82, MSE = 0.775.

## Variable 455 added with crit = -118.68, MSE = 0.772.

## Done.

## Starting the fast-forward, 0 variables, crit = 1101.99, MSE = 1.102.

## Variable 2 added with crit = 1095.99, MSE = 1.094.

## Variable 3 added with crit = 1079.04, MSE = 1.075.

## Variable 4 added with crit = 1074.04, MSE = 1.068.

## Variable 5 added with crit = 1068.2, MSE = 1.06.

## Variable 9 added with crit = 1067.45, MSE = 1.057.

## Variable 11 added with crit = 1060.13, MSE = 1.048.

## Variable 13 added with crit = 1059.08, MSE = 1.045.

## Variable 16 added with crit = 1057.1, MSE = 1.041.

## Variable 19 added with crit = 1056.59, MSE = 1.039.

## Variable 22 added with crit = 1056.26, MSE = 1.036.

## Variable 30 added with crit = 1055.51, MSE = 1.034.

## Variable 35 added with crit = 1049.55, MSE = 1.026.

## Variable 47 added with crit = 1047.24, MSE = 1.021.

## Variable 48 added with crit = 1044, MSE = 1.016.

## Variable 56 added with crit = 1038.62, MSE = 1.009.

## Variable 58 added with crit = 1038.35, MSE = 1.006.

## Variable 72 added with crit = 1035.18, MSE = 1.001.

## Variable 74 added with crit = 1034.41, MSE = 0.998.

## Variable 78 added with crit = 1033.12, MSE = 0.995.

## Variable 79 added with crit = 1032.97, MSE = 0.993.

## Variable 102 added with crit = 1031.11, MSE = 0.989.

## Variable 123 added with crit = 1029.12, MSE = 0.985.

## Variable 129 added with crit = 1028.66, MSE = 0.983.

## Variable 132 added with crit = 1026.32, MSE = 0.978.

## Variable 133 added with crit = 1023.36, MSE = 0.973.

## Variable 136 added with crit = 1022.14, MSE = 0.97.

## Variable 140 added with crit = 1019.28, MSE = 0.965.

## Variable 148 added with crit = 1016.5, MSE = 0.96.

## Variable 155 added with crit = 1011.5, MSE = 0.954.

## Variable 159 added with crit = 1010.99, MSE = 0.951.

## Variable 160 added with crit = 1010.48, MSE = 0.948.

## Variable 161 added with crit = 1007.2, MSE = 0.943.

## Variable 175 added with crit = 1003.81, MSE = 0.938.

## Variable 192 added with crit = 1001.84, MSE = 0.934.

## Variable 194 added with crit = 1001.45, MSE = 0.931.

## Variable 198 added with crit = 1000.38, MSE = 0.928.

## Variable 202 added with crit = 999.82, MSE = 0.926.

## Variable 211 added with crit = 998.83, MSE = 0.923.

## Variable 219 added with crit = 998.39, MSE = 0.92.

## Variable 224 added with crit = 998, MSE = 0.918.

## Variable 230 added with crit = 996.26, MSE = 0.914.

## Variable 243 added with crit = 994.57, MSE = 0.911.

## Variable 261 added with crit = 988.56, MSE = 0.903.

## Variable 266 added with crit = 984.23, MSE = 0.896.

## Variable 273 added with crit = 984.07, MSE = 0.894.

## Variable 282 added with crit = 983.52, MSE = 0.892.

## Variable 296 added with crit = 983.28, MSE = 0.889.

## Variable 298 added with crit = 982.62, MSE = 0.887.

## Variable 317 added with crit = 982.41, MSE = 0.884.

## Variable 320 added with crit = 979.25, MSE = 0.879.

## Variable 338 added with crit = 978.85, MSE = 0.877.

## Variable 349 added with crit = 977.31, MSE = 0.873.

## Variable 356 added with crit = 976.08, MSE = 0.87.

## Variable 362 added with crit = 975.98, MSE = 0.868.

## Variable 370 added with crit = 970.8, MSE = 0.861.

## Variable 385 added with crit = 970.23, MSE = 0.858.

## Variable 406 added with crit = 969.94, MSE = 0.856.

## Variable 407 added with crit = 969.28, MSE = 0.853.

## Variable 416 added with crit = 967.56, MSE = 0.85.

## Variable 419 added with crit = 965.76, MSE = 0.846.

## Variable 430 added with crit = 964.59, MSE = 0.843.

## Variable 434 added with crit = 956.84, MSE = 0.833.

## Variable 437 added with crit = 955.35, MSE = 0.829.

## Variable 443 added with crit = 954.81, MSE = 0.827.

## Variable 455 added with crit = 954.31, MSE = 0.824.

## Variable 476 added with crit = 953.95, MSE = 0.822.

## Variable 482 added with crit = 952.25, MSE = 0.818.

## Variable 502 added with crit = 949.28, MSE = 0.813.

## Variable 504 added with crit = 947.59, MSE = 0.81.

## Variable 506 added with crit = 946.56, MSE = 0.807.

## Done.

## Starting the fast-forward, 0 variables, crit = 97.11, MSE = 1.102.

## Variable 2 added with crit = 91.84, MSE = 1.094.

## Variable 3 added with crit = 76.36, MSE = 1.075.

## Variable 4 added with crit = 71.83, MSE = 1.068.

## Variable 5 added with crit = 66.46, MSE = 1.06.

## Variable 9 added with crit = 65.86, MSE = 1.057.

## Variable 11 added with crit = 59.01, MSE = 1.048.

## Variable 13 added with crit = 58.09, MSE = 1.045.

## Variable 16 added with crit = 56.28, MSE = 1.041.

## Variable 19 added with crit = 55.87, MSE = 1.039.

## Variable 22 added with crit = 55.62, MSE = 1.036.

## Variable 30 added with crit = 54.96, MSE = 1.034.

## Variable 35 added with crit = 49.23, MSE = 1.026.

## Variable 47 added with crit = 47.02, MSE = 1.021.

## Variable 48 added with crit = 43.88, MSE = 1.016.

## Variable 56 added with crit = 38.58, MSE = 1.009.

## Variable 58 added with crit = 38.33, MSE = 1.006.

## Variable 72 added with crit = 35.18, MSE = 1.001.

## Variable 74 added with crit = 34.41, MSE = 0.998.

## Variable 78 added with crit = 33.11, MSE = 0.995.

## Variable 79 added with crit = 32.95, MSE = 0.993.

## Variable 102 added with crit = 31.05, MSE = 0.989.

## Variable 123 added with crit = 29.01, MSE = 0.985.

## Variable 129 added with crit = 28.51, MSE = 0.983.

## Variable 132 added with crit = 26.09, MSE = 0.978.

## Variable 133 added with crit = 23, MSE = 0.973.

## Variable 136 added with crit = 21.68, MSE = 0.97.

## Variable 140 added with crit = 18.66, MSE = 0.965.

## Variable 148 added with crit = 15.7, MSE = 0.96.

## Variable 155 added with crit = 10.39, MSE = 0.954.

## Variable 157 added with crit = 10.33, MSE = 0.952.

## Variable 159 added with crit = 9.69, MSE = 0.949.

## Variable 160 added with crit = 9.14, MSE = 0.947.

## Variable 161 added with crit = 5.57, MSE = 0.941.

## Variable 175 added with crit = 1.92, MSE = 0.936.

## Variable 192 added with crit = -0.27, MSE = 0.932.

## Variable 194 added with crit = -0.68, MSE = 0.93.

## Variable 198 added with crit = -1.95, MSE = 0.927.

## Variable 202 added with crit = -2.69, MSE = 0.924.

## Variable 211 added with crit = -3.86, MSE = 0.921.

## Variable 219 added with crit = -4.39, MSE = 0.919.

## Variable 224 added with crit = -5.25, MSE = 0.916.

## Variable 230 added with crit = -7.18, MSE = 0.913.

## Variable 243 added with crit = -9.38, MSE = 0.909.

## Variable 260 added with crit = -9.47, MSE = 0.907.

## Variable 261 added with crit = -16.18, MSE = 0.899.

## Variable 266 added with crit = -21.52, MSE = 0.893.

## Variable 273 added with crit = -22.06, MSE = 0.89.

## Variable 282 added with crit = -23.01, MSE = 0.888.

## Variable 296 added with crit = -23.89, MSE = 0.885.

## Variable 298 added with crit = -25.25, MSE = 0.882.

## Variable 317 added with crit = -25.87, MSE = 0.88.

## Variable 320 added with crit = -30.08, MSE = 0.875.

## Variable 338 added with crit = -30.87, MSE = 0.872.

## Variable 349 added with crit = -33.37, MSE = 0.868.

## Variable 356 added with crit = -35.48, MSE = 0.865.

## Variable 362 added with crit = -35.76, MSE = 0.863.

## Variable 370 added with crit = -42.31, MSE = 0.855.

## Variable 385 added with crit = -42.86, MSE = 0.853.

## Variable 397 added with crit = -43.03, MSE = 0.851.

## Variable 406 added with crit = -43.95, MSE = 0.849.

## Variable 407 added with crit = -44.32, MSE = 0.847.

## Variable 416 added with crit = -47.49, MSE = 0.842.

## Variable 419 added with crit = -50.59, MSE = 0.838.

## Variable 426 added with crit = -50.81, MSE = 0.836.

## Variable 430 added with crit = -52.39, MSE = 0.833.

## Variable 434 added with crit = -60.95, MSE = 0.825.

## Variable 437 added with crit = -63.6, MSE = 0.821.

## Variable 443 added with crit = -64.55, MSE = 0.818.

## Variable 455 added with crit = -65.14, MSE = 0.816.

## Variable 472 added with crit = -65.22, MSE = 0.814.

## Done.

## Starting the fast-forward, 0 variables, crit = 1043.93, MSE = 1.044.

## Variable 2 added with crit = 1037.32, MSE = 1.035.

## Variable 3 added with crit = 1025.36, MSE = 1.021.

## Variable 4 added with crit = 1020.29, MSE = 1.014.

## Variable 5 added with crit = 1005.8, MSE = 0.998.

## Variable 6 added with crit = 992.45, MSE = 0.982.

## Variable 15 added with crit = 991.73, MSE = 0.98.

## Variable 17 added with crit = 990.47, MSE = 0.976.

## Variable 23 added with crit = 986.91, MSE = 0.971.

## Variable 39 added with crit = 986.26, MSE = 0.968.

## Variable 42 added with crit = 985.73, MSE = 0.966.

## Variable 55 added with crit = 983.59, MSE = 0.962.

## Variable 61 added with crit = 980.97, MSE = 0.957.

## Variable 63 added with crit = 977.46, MSE = 0.951.

## Variable 65 added with crit = 976.68, MSE = 0.949.

## Variable 70 added with crit = 971.83, MSE = 0.942.

## Variable 96 added with crit = 970.36, MSE = 0.938.

## Variable 102 added with crit = 968.2, MSE = 0.934.

## Variable 105 added with crit = 966.31, MSE = 0.93.

## Variable 118 added with crit = 966.23, MSE = 0.928.

## Variable 121 added with crit = 966.02, MSE = 0.926.

## Variable 123 added with crit = 965.87, MSE = 0.924.

## Variable 130 added with crit = 964.75, MSE = 0.921.

## Variable 135 added with crit = 963.13, MSE = 0.917.

## Variable 138 added with crit = 962.55, MSE = 0.915.

## Variable 145 added with crit = 961.65, MSE = 0.912.

## Variable 160 added with crit = 961.41, MSE = 0.909.

## Variable 162 added with crit = 961.31, MSE = 0.907.

## Variable 170 added with crit = 960.69, MSE = 0.905.

## Variable 171 added with crit = 960.01, MSE = 0.902.

## Variable 179 added with crit = 958.73, MSE = 0.899.

## Variable 181 added with crit = 957.67, MSE = 0.896.

## Variable 183 added with crit = 954.5, MSE = 0.89.

## Variable 196 added with crit = 953.17, MSE = 0.887.

## Variable 203 added with crit = 949.43, MSE = 0.881.

## Variable 225 added with crit = 949.02, MSE = 0.879.

## Variable 227 added with crit = 946.66, MSE = 0.875.

## Variable 230 added with crit = 944.55, MSE = 0.871.

## Variable 234 added with crit = 942.98, MSE = 0.867.

## Variable 241 added with crit = 942.53, MSE = 0.865.

## Variable 247 added with crit = 942, MSE = 0.862.

## Variable 249 added with crit = 941.15, MSE = 0.859.

## Variable 255 added with crit = 938.87, MSE = 0.855.

## Variable 258 added with crit = 938.53, MSE = 0.853.

## Variable 264 added with crit = 937.3, MSE = 0.849.

## Variable 272 added with crit = 935.27, MSE = 0.845.

## Variable 283 added with crit = 930.55, MSE = 0.839.

## Variable 287 added with crit = 929.82, MSE = 0.836.

## Variable 298 added with crit = 929.74, MSE = 0.834.

## Variable 308 added with crit = 929.43, MSE = 0.831.

## Variable 319 added with crit = 925.81, MSE = 0.826.

## Variable 328 added with crit = 925.79, MSE = 0.824.

## Variable 341 added with crit = 924.34, MSE = 0.82.

## Variable 352 added with crit = 924.31, MSE = 0.818.

## Variable 359 added with crit = 922.37, MSE = 0.814.

## Variable 372 added with crit = 921.67, MSE = 0.812.

## Variable 382 added with crit = 921.44, MSE = 0.809.

## Variable 386 added with crit = 919.95, MSE = 0.806.

## Variable 393 added with crit = 919.46, MSE = 0.803.

## Variable 394 added with crit = 918.52, MSE = 0.801.

## Variable 398 added with crit = 916.81, MSE = 0.797.

## Variable 405 added with crit = 915.34, MSE = 0.793.

## Variable 452 added with crit = 915.11, MSE = 0.791.

## Variable 466 added with crit = 914.65, MSE = 0.789.

## Variable 472 added with crit = 913.9, MSE = 0.786.

## Variable 478 added with crit = 912.55, MSE = 0.783.

## Variable 483 added with crit = 912.42, MSE = 0.78.

## Variable 497 added with crit = 912.06, MSE = 0.778.

## Variable 499 added with crit = 910.93, MSE = 0.775.

## Variable 504 added with crit = 910.3, MSE = 0.772.

## Variable 517 added with crit = 910.15, MSE = 0.77.

## Done.

## Starting the fast-forward, 0 variables, crit = 42.99, MSE = 1.044.

## Variable 2 added with crit = 36.71, MSE = 1.035.

## Variable 3 added with crit = 25.14, MSE = 1.021.

## Variable 4 added with crit = 20.19, MSE = 1.014.

## Variable 5 added with crit = 5.8, MSE = 0.998.

## Variable 6 added with crit = -7.71, MSE = 0.982.

## Variable 15 added with crit = -8.48, MSE = 0.98.

## Variable 17 added with crit = -9.81, MSE = 0.976.

## Variable 23 added with crit = -13.52, MSE = 0.971.

## Variable 25 added with crit = -13.53, MSE = 0.969.

## Variable 39 added with crit = -14.37, MSE = 0.966.

## Variable 42 added with crit = -14.79, MSE = 0.964.

## Variable 55 added with crit = -17.16, MSE = 0.96.

## Variable 61 added with crit = -20.01, MSE = 0.955.

## Variable 63 added with crit = -24.08, MSE = 0.949.

## Variable 65 added with crit = -25.29, MSE = 0.946.

## Variable 70 added with crit = -30.68, MSE = 0.939.

## Variable 96 added with crit = -32.63, MSE = 0.936.

## Variable 102 added with crit = -35.11, MSE = 0.931.

## Variable 103 added with crit = -35.28, MSE = 0.929.

## Variable 104 added with crit = -35.38, MSE = 0.927.

## Variable 105 added with crit = -37.42, MSE = 0.924.

## Variable 106 added with crit = -37.47, MSE = 0.922.

## Variable 118 added with crit = -38.13, MSE = 0.919.

## Variable 121 added with crit = -38.5, MSE = 0.917.

## Variable 123 added with crit = -38.62, MSE = 0.915.

## Variable 130 added with crit = -40.26, MSE = 0.912.

## Variable 135 added with crit = -41.78, MSE = 0.909.

## Variable 138 added with crit = -42.65, MSE = 0.906.

## Variable 145 added with crit = -43.69, MSE = 0.903.

## Variable 162 added with crit = -44.2, MSE = 0.901.

## Variable 170 added with crit = -45.84, MSE = 0.898.

## Variable 171 added with crit = -46.05, MSE = 0.896.

## Variable 179 added with crit = -48.11, MSE = 0.892.

## Variable 181 added with crit = -49.42, MSE = 0.889.

## Variable 183 added with crit = -54.01, MSE = 0.883.

## Variable 196 added with crit = -55.76, MSE = 0.88.

## Variable 203 added with crit = -59.42, MSE = 0.875.

## Variable 207 added with crit = -59.62, MSE = 0.873.

## Variable 225 added with crit = -59.86, MSE = 0.871.

## Variable 227 added with crit = -62.82, MSE = 0.867.

## Variable 230 added with crit = -65.24, MSE = 0.863.

## Variable 234 added with crit = -67.03, MSE = 0.86.

## Variable 236 added with crit = -67.22, MSE = 0.858.

## Variable 238 added with crit = -67.33, MSE = 0.856.

## Variable 241 added with crit = -68.13, MSE = 0.854.

## Variable 247 added with crit = -69.89, MSE = 0.851.

## Variable 249 added with crit = -71.12, MSE = 0.848.

## Variable 255 added with crit = -74.2, MSE = 0.843.

## Variable 258 added with crit = -74.25, MSE = 0.842.

## Variable 264 added with crit = -74.87, MSE = 0.84.

## Variable 272 added with crit = -77.49, MSE = 0.836.

## Variable 283 added with crit = -83.11, MSE = 0.829.

## Variable 287 added with crit = -84.83, MSE = 0.826.

## Variable 298 added with crit = -85.41, MSE = 0.824.

## Variable 308 added with crit = -86.05, MSE = 0.822.

## Variable 319 added with crit = -91.34, MSE = 0.816.

## Variable 328 added with crit = -91.62, MSE = 0.814.

## Variable 341 added with crit = -94.24, MSE = 0.81.

## Variable 352 added with crit = -95.38, MSE = 0.808.

## Variable 359 added with crit = -97.83, MSE = 0.804.

## Variable 372 added with crit = -98.82, MSE = 0.802.

## Variable 380 added with crit = -99.01, MSE = 0.8.

## Variable 382 added with crit = -99.93, MSE = 0.798.

## Variable 386 added with crit = -102.76, MSE = 0.794.

## Variable 389 added with crit = -102.92, MSE = 0.792.

## Variable 393 added with crit = -104.21, MSE = 0.79.

## Variable 394 added with crit = -105.08, MSE = 0.787.

## Variable 395 added with crit = -105.53, MSE = 0.785.

## Variable 398 added with crit = -106.63, MSE = 0.783.

## Variable 405 added with crit = -109.26, MSE = 0.779.

## Done.

## Starting the fast-forward, 0 variables, crit = 1099.65, MSE = 1.1.

## Variable 2 added with crit = 1097.8, MSE = 1.096.

## Variable 3 added with crit = 1091.31, MSE = 1.087.

## Variable 5 added with crit = 1083.79, MSE = 1.078.

## Variable 6 added with crit = 1073.13, MSE = 1.065.

## Variable 11 added with crit = 1072.05, MSE = 1.062.

## Variable 15 added with crit = 1071.7, MSE = 1.06.

## Variable 17 added with crit = 1070.87, MSE = 1.057.

## Variable 20 added with crit = 1070.65, MSE = 1.055.

## Variable 57 added with crit = 1066.79, MSE = 1.049.

## Variable 70 added with crit = 1066.42, MSE = 1.046.

## Variable 75 added with crit = 1064.22, MSE = 1.042.

## Variable 79 added with crit = 1063.49, MSE = 1.039.

## Variable 84 added with crit = 1062.67, MSE = 1.037.

## Variable 85 added with crit = 1062.6, MSE = 1.035.

## Variable 96 added with crit = 1062.23, MSE = 1.032.

## Variable 102 added with crit = 1062.21, MSE = 1.03.

## Variable 106 added with crit = 1061.33, MSE = 1.027.

## Variable 115 added with crit = 1061.29, MSE = 1.025.

## Variable 116 added with crit = 1061.02, MSE = 1.023.

## Variable 120 added with crit = 1059.18, MSE = 1.019.

## Variable 122 added with crit = 1057.37, MSE = 1.015.

## Variable 128 added with crit = 1057.19, MSE = 1.013.

## Variable 142 added with crit = 1056.24, MSE = 1.01.

## Variable 144 added with crit = 1050, MSE = 1.002.

## Variable 148 added with crit = 1046.67, MSE = 0.997.

## Variable 159 added with crit = 1046.04, MSE = 0.994.

## Variable 169 added with crit = 1044.91, MSE = 0.991.

## Variable 184 added with crit = 1038.72, MSE = 0.983.

## Variable 186 added with crit = 1038.58, MSE = 0.981.

## Variable 194 added with crit = 1036.45, MSE = 0.976.

## Variable 204 added with crit = 1034.81, MSE = 0.973.

## Variable 207 added with crit = 1033.78, MSE = 0.97.

## Variable 212 added with crit = 1032.13, MSE = 0.966.

## Variable 220 added with crit = 1032.11, MSE = 0.964.

## Variable 226 added with crit = 1027.97, MSE = 0.958.

## Variable 230 added with crit = 1024.32, MSE = 0.952.

## Variable 231 added with crit = 1023.84, MSE = 0.95.

## Variable 246 added with crit = 1021.24, MSE = 0.945.

## Variable 250 added with crit = 1020.49, MSE = 0.942.

## Variable 264 added with crit = 1017.66, MSE = 0.938.

## Variable 267 added with crit = 1015.48, MSE = 0.933.

## Variable 271 added with crit = 1013.2, MSE = 0.929.

## Variable 273 added with crit = 1011.73, MSE = 0.926.

## Variable 287 added with crit = 1011.59, MSE = 0.924.

## Variable 294 added with crit = 1011.38, MSE = 0.921.

## Variable 296 added with crit = 1004.96, MSE = 0.913.

## Variable 301 added with crit = 1004.39, MSE = 0.91.

## Variable 303 added with crit = 1004.38, MSE = 0.908.

## Variable 305 added with crit = 1002.31, MSE = 0.904.

## Variable 317 added with crit = 1002.28, MSE = 0.902.

## Variable 318 added with crit = 1001.37, MSE = 0.899.

## Variable 323 added with crit = 1001.1, MSE = 0.897.

## Variable 330 added with crit = 1000.84, MSE = 0.895.

## Variable 339 added with crit = 999.88, MSE = 0.892.

## Variable 345 added with crit = 989.5, MSE = 0.88.

## Variable 348 added with crit = 986.14, MSE = 0.874.

## Variable 364 added with crit = 985.59, MSE = 0.872.

## Variable 367 added with crit = 983.14, MSE = 0.867.

## Variable 370 added with crit = 981.5, MSE = 0.863.

## Variable 372 added with crit = 977.53, MSE = 0.858.

## Variable 377 added with crit = 976.88, MSE = 0.855.

## Variable 383 added with crit = 974.08, MSE = 0.85.

## Variable 388 added with crit = 967.83, MSE = 0.842.

## Variable 404 added with crit = 967.06, MSE = 0.839.

## Variable 417 added with crit = 963.81, MSE = 0.834.

## Variable 418 added with crit = 962.26, MSE = 0.83.

## Variable 427 added with crit = 961.1, MSE = 0.827.

## Variable 430 added with crit = 960.05, MSE = 0.824.

## Variable 437 added with crit = 959.14, MSE = 0.821.

## Variable 438 added with crit = 958.57, MSE = 0.819.

## Done.

## Starting the fast-forward, 0 variables, crit = 94.99, MSE = 1.1.

## Variable 2 added with crit = 93.49, MSE = 1.096.

## Variable 3 added with crit = 87.71, MSE = 1.087.

## Variable 5 added with crit = 80.91, MSE = 1.078.

## Variable 6 added with crit = 71.09, MSE = 1.065.

## Variable 11 added with crit = 70.2, MSE = 1.062.

## Variable 15 added with crit = 69.99, MSE = 1.06.

## Variable 17 added with crit = 69.32, MSE = 1.057.

## Variable 20 added with crit = 69.21, MSE = 1.055.

## Variable 57 added with crit = 65.64, MSE = 1.049.

## Variable 70 added with crit = 65.37, MSE = 1.046.

## Variable 75 added with crit = 63.35, MSE = 1.042.

## Variable 79 added with crit = 62.73, MSE = 1.039.

## Variable 84 added with crit = 62.02, MSE = 1.037.

## Variable 85 added with crit = 62.01, MSE = 1.035.

## Variable 96 added with crit = 61.72, MSE = 1.032.

## Variable 106 added with crit = 60.86, MSE = 1.029.

## Variable 116 added with crit = 60.7, MSE = 1.027.

## Variable 120 added with crit = 58.77, MSE = 1.023.

## Variable 122 added with crit = 57.31, MSE = 1.019.

## Variable 128 added with crit = 56.99, MSE = 1.017.

## Variable 142 added with crit = 56.15, MSE = 1.014.

## Variable 144 added with crit = 50.25, MSE = 1.006.

## Variable 148 added with crit = 47.26, MSE = 1.001.

## Variable 159 added with crit = 47.01, MSE = 0.999.

## Variable 169 added with crit = 45.58, MSE = 0.996.

## Variable 184 added with crit = 39.29, MSE = 0.987.

## Variable 186 added with crit = 39.23, MSE = 0.985.

## Variable 194 added with crit = 37.42, MSE = 0.982.

## Variable 204 added with crit = 35.53, MSE = 0.978.

## Variable 207 added with crit = 34.3, MSE = 0.975.

## Variable 212 added with crit = 32.36, MSE = 0.971.

## Variable 226 added with crit = 28.25, MSE = 0.965.

## Variable 230 added with crit = 24.05, MSE = 0.959.

## Variable 231 added with crit = 23.75, MSE = 0.957.

## Variable 246 added with crit = 21.01, MSE = 0.952.

## Variable 250 added with crit = 20.44, MSE = 0.95.

## Variable 264 added with crit = 17.41, MSE = 0.945.

## Variable 267 added with crit = 15.35, MSE = 0.941.

## Variable 271 added with crit = 13.24, MSE = 0.937.

## Variable 273 added with crit = 11.53, MSE = 0.934.

## Variable 296 added with crit = 3.89, MSE = 0.925.

## Variable 301 added with crit = 2.91, MSE = 0.922.

## Variable 303 added with crit = 2.63, MSE = 0.92.

## Variable 305 added with crit = -0.36, MSE = 0.915.

## Variable 306 added with crit = -0.46, MSE = 0.914.

## Variable 317 added with crit = -1.23, MSE = 0.911.

## Variable 318 added with crit = -2.36, MSE = 0.908.

## Variable 330 added with crit = -2.37, MSE = 0.906.

## Variable 339 added with crit = -2.74, MSE = 0.904.

## Variable 345 added with crit = -14.11, MSE = 0.892.

## Variable 348 added with crit = -18.07, MSE = 0.887.

## Variable 364 added with crit = -19.12, MSE = 0.884.

## Variable 367 added with crit = -21.4, MSE = 0.88.

## Variable 370 added with crit = -24.17, MSE = 0.876.

## Variable 372 added with crit = -29.82, MSE = 0.87.

## Variable 377 added with crit = -31.86, MSE = 0.866.

## Variable 383 added with crit = -35.29, MSE = 0.861.

## Variable 388 added with crit = -42.78, MSE = 0.853.

## Variable 390 added with crit = -42.79, MSE = 0.851.

## Variable 404 added with crit = -45.29, MSE = 0.848.

## Variable 417 added with crit = -49.18, MSE = 0.843.

## Variable 418 added with crit = -51.13, MSE = 0.839.

## Variable 427 added with crit = -52.91, MSE = 0.836.

## Variable 430 added with crit = -54.74, MSE = 0.833.

## Variable 437 added with crit = -56.15, MSE = 0.83.

## Variable 438 added with crit = -56.87, MSE = 0.828.

## Variable 439 added with crit = -57.24, MSE = 0.826.

## Variable 440 added with crit = -57.7, MSE = 0.824.

## Variable 451 added with crit = -58.69, MSE = 0.821.

## Variable 460 added with crit = -59.44, MSE = 0.819.

## Done.

## Starting the fast-forward, 0 variables, crit = 961.59, MSE = 0.962.

## Variable 2 added with crit = 956.75, MSE = 0.955.

## Variable 3 added with crit = 948.95, MSE = 0.945.

## Variable 4 added with crit = 943.93, MSE = 0.938.

## Variable 5 added with crit = 943.49, MSE = 0.935.

## Variable 6 added with crit = 939.35, MSE = 0.929.

## Variable 12 added with crit = 938.69, MSE = 0.927.

## Variable 13 added with crit = 938.63, MSE = 0.925.

## Variable 16 added with crit = 935.9, MSE = 0.92.

## Variable 19 added with crit = 934.67, MSE = 0.917.

## Variable 22 added with crit = 934.19, MSE = 0.914.

## Variable 31 added with crit = 930.31, MSE = 0.908.

## Variable 32 added with crit = 928.54, MSE = 0.905.

## Variable 38 added with crit = 926.41, MSE = 0.9.

## Variable 40 added with crit = 925.56, MSE = 0.898.

## Variable 49 added with crit = 925.52, MSE = 0.896.

## Variable 54 added with crit = 924.44, MSE = 0.892.

## Variable 66 added with crit = 921.92, MSE = 0.888.

## Variable 72 added with crit = 921.5, MSE = 0.885.

## Variable 77 added with crit = 921.38, MSE = 0.883.

## Variable 79 added with crit = 920.86, MSE = 0.881.

## Variable 86 added with crit = 920.62, MSE = 0.879.

## Variable 88 added with crit = 912.91, MSE = 0.869.

## Variable 96 added with crit = 908.57, MSE = 0.863.

## Variable 98 added with crit = 908.29, MSE = 0.86.

## Variable 108 added with crit = 908.11, MSE = 0.858.

## Variable 111 added with crit = 904.86, MSE = 0.853.

## Variable 114 added with crit = 903.64, MSE = 0.85.

## Variable 121 added with crit = 903.39, MSE = 0.847.

## Variable 122 added with crit = 901.57, MSE = 0.844.

## Variable 128 added with crit = 897.38, MSE = 0.837.

## Variable 140 added with crit = 896.06, MSE = 0.834.

## Variable 150 added with crit = 895.33, MSE = 0.831.

## Variable 157 added with crit = 894.7, MSE = 0.829.

## Variable 160 added with crit = 892.23, MSE = 0.824.

## Variable 169 added with crit = 891.5, MSE = 0.821.

## Variable 171 added with crit = 890.06, MSE = 0.818.

## Variable 192 added with crit = 887.26, MSE = 0.813.

## Variable 197 added with crit = 886.96, MSE = 0.811.

## Variable 200 added with crit = 885.72, MSE = 0.808.

## Variable 203 added with crit = 883.21, MSE = 0.803.

## Variable 206 added with crit = 882.75, MSE = 0.801.

## Variable 207 added with crit = 882.34, MSE = 0.798.

## Variable 219 added with crit = 882.01, MSE = 0.796.

## Variable 239 added with crit = 880.71, MSE = 0.793.

## Variable 242 added with crit = 876.62, MSE = 0.787.

## Variable 243 added with crit = 875.04, MSE = 0.783.

## Variable 247 added with crit = 874.45, MSE = 0.78.

## Variable 255 added with crit = 874.44, MSE = 0.778.

## Variable 308 added with crit = 874.13, MSE = 0.776.

## Variable 351 added with crit = 872.77, MSE = 0.773.

## Variable 357 added with crit = 869.83, MSE = 0.768.

## Variable 362 added with crit = 863.44, MSE = 0.759.

## Variable 363 added with crit = 863.44, MSE = 0.757.

## Variable 388 added with crit = 860.91, MSE = 0.753.

## Variable 404 added with crit = 856.67, MSE = 0.747.

## Variable 405 added with crit = 856.53, MSE = 0.745.

## Variable 419 added with crit = 853.6, MSE = 0.74.

## Variable 423 added with crit = 853.36, MSE = 0.737.

## Variable 426 added with crit = 853.05, MSE = 0.735.

## Variable 430 added with crit = 849.55, MSE = 0.73.

## Variable 433 added with crit = 848.61, MSE = 0.727.

## Variable 450 added with crit = 848.61, MSE = 0.725.

## Variable 469 added with crit = 845.3, MSE = 0.719.

## Variable 478 added with crit = 845.15, MSE = 0.717.

## Variable 496 added with crit = 844.03, MSE = 0.714.

## Variable 499 added with crit = 841.46, MSE = 0.709.

## Variable 500 added with crit = 840.24, MSE = 0.706.

## Variable 524 added with crit = 839.27, MSE = 0.703.

## Variable 526 added with crit = 838.22, MSE = 0.7.

## Variable 527 added with crit = 834.9, MSE = 0.695.

## Done.

## Starting the fast-forward, 0 variables, crit = -39.17, MSE = 0.962.

## Variable 2 added with crit = -44.3, MSE = 0.955.

## Variable 3 added with crit = -52.62, MSE = 0.945.

## Variable 4 added with crit = -58.08, MSE = 0.938.

## Variable 5 added with crit = -58.68, MSE = 0.935.

## Variable 6 added with crit = -63.27, MSE = 0.929.

## Variable 12 added with crit = -64.13, MSE = 0.927.

## Variable 13 added with crit = -64.36, MSE = 0.925.

## Variable 16 added with crit = -67.49, MSE = 0.92.

## Variable 19 added with crit = -69.01, MSE = 0.917.

## Variable 22 added with crit = -69.72, MSE = 0.914.

## Variable 31 added with crit = -74.17, MSE = 0.908.

## Variable 32 added with crit = -76.32, MSE = 0.905.

## Variable 38 added with crit = -78.9, MSE = 0.9.

## Variable 40 added with crit = -80.08, MSE = 0.898.

## Variable 49 added with crit = -80.35, MSE = 0.896.

## Variable 54 added with crit = -81.8, MSE = 0.892.

## Variable 57 added with crit = -81.96, MSE = 0.891.

## Variable 66 added with crit = -84.9, MSE = 0.886.

## Variable 72 added with crit = -85.52, MSE = 0.884.

## Variable 77 added with crit = -85.82, MSE = 0.882.

## Variable 79 added with crit = -86.75, MSE = 0.879.

## Variable 86 added with crit = -87.28, MSE = 0.877.

## Variable 88 added with crit = -96.24, MSE = 0.867.

## Variable 96 added with crit = -101.62, MSE = 0.861.

## Variable 98 added with crit = -102.35, MSE = 0.859.

## Variable 108 added with crit = -103.24, MSE = 0.856.

## Variable 111 added with crit = -107.65, MSE = 0.851.

## Variable 114 added with crit = -109.14, MSE = 0.848.

## Variable 119 added with crit = -109.46, MSE = 0.846.

## Variable 121 added with crit = -110.29, MSE = 0.843.

## Variable 122 added with crit = -112.81, MSE = 0.84.

## Variable 128 added with crit = -117.82, MSE = 0.834.

## Variable 140 added with crit = -120.17, MSE = 0.83.

## Variable 146 added with crit = -120.63, MSE = 0.828.

## Variable 148 added with crit = -120.8, MSE = 0.826.

## Variable 150 added with crit = -121.74, MSE = 0.824.

## Variable 157 added with crit = -122.77, MSE = 0.821.

## Variable 160 added with crit = -125.99, MSE = 0.817.

## Variable 169 added with crit = -127.58, MSE = 0.814.

## Variable 171 added with crit = -129.43, MSE = 0.811.

## Variable 191 added with crit = -129.65, MSE = 0.809.

## Variable 192 added with crit = -132.87, MSE = 0.805.

## Variable 197 added with crit = -133.63, MSE = 0.803.

## Variable 200 added with crit = -136.28, MSE = 0.799.

## Variable 203 added with crit = -139.9, MSE = 0.795.

## Variable 206 added with crit = -140.57, MSE = 0.792.

## Variable 207 added with crit = -141.47, MSE = 0.79.

## Variable 219 added with crit = -142.86, MSE = 0.788.

## Variable 239 added with crit = -146.02, MSE = 0.783.

## Variable 242 added with crit = -151.44, MSE = 0.778.

## Variable 243 added with crit = -154.15, MSE = 0.774.

## Variable 247 added with crit = -155.23, MSE = 0.772.

## Variable 251 added with crit = -155.28, MSE = 0.77.

## Variable 255 added with crit = -155.8, MSE = 0.768.

## Variable 260 added with crit = -155.83, MSE = 0.767.

## Variable 267 added with crit = -155.98, MSE = 0.765.

## Variable 277 added with crit = -156.58, MSE = 0.763.

## Variable 286 added with crit = -156.84, MSE = 0.761.

## Variable 289 added with crit = -157, MSE = 0.76.

## Variable 308 added with crit = -158.43, MSE = 0.757.

## Variable 351 added with crit = -161.23, MSE = 0.753.

## Variable 354 added with crit = -161.53, MSE = 0.752.

## Variable 357 added with crit = -165.16, MSE = 0.747.

## Variable 362 added with crit = -175.75, MSE = 0.738.

## Variable 363 added with crit = -176.59, MSE = 0.736.

## Variable 386 added with crit = -176.62, MSE = 0.734.

## Variable 388 added with crit = -181.35, MSE = 0.73.

## Variable 401 added with crit = -181.86, MSE = 0.728.

## Variable 404 added with crit = -188.06, MSE = 0.722.

## Variable 405 added with crit = -189.17, MSE = 0.72.

## Done.

## Starting the fast-forward, 0 variables, crit = 1073.23, MSE = 1.073.

## Variable 2 added with crit = 1069.49, MSE = 1.067.

## Variable 3 added with crit = 1057.6, MSE = 1.054.

## Variable 4 added with crit = 1052, MSE = 1.046.

## Variable 5 added with crit = 1049.21, MSE = 1.041.

## Variable 6 added with crit = 1041.21, MSE = 1.031.

## Variable 13 added with crit = 1040.49, MSE = 1.028.

## Variable 19 added with crit = 1039.95, MSE = 1.026.

## Variable 20 added with crit = 1037.97, MSE = 1.022.

## Variable 28 added with crit = 1036.87, MSE = 1.019.

## Variable 30 added with crit = 1036.35, MSE = 1.016.

## Variable 34 added with crit = 1036.17, MSE = 1.014.

## Variable 42 added with crit = 1030.32, MSE = 1.006.

## Variable 45 added with crit = 1029.9, MSE = 1.004.

## Variable 73 added with crit = 1029.8, MSE = 1.002.

## Variable 79 added with crit = 1027.12, MSE = 0.997.

## Variable 83 added with crit = 1025.18, MSE = 0.993.

## Variable 85 added with crit = 1024.33, MSE = 0.99.

## Variable 86 added with crit = 1024.1, MSE = 0.988.

## Variable 89 added with crit = 1023.63, MSE = 0.986.

## Variable 95 added with crit = 1020.22, MSE = 0.98.

## Variable 104 added with crit = 1020.07, MSE = 0.978.

## Variable 107 added with crit = 1020.05, MSE = 0.976.

## Variable 110 added with crit = 1018.79, MSE = 0.973.

## Variable 115 added with crit = 1018.6, MSE = 0.971.

## Variable 121 added with crit = 1017.14, MSE = 0.967.

## Variable 128 added with crit = 1016.92, MSE = 0.965.

## Variable 131 added with crit = 1014.52, MSE = 0.961.

## Variable 148 added with crit = 1012.28, MSE = 0.956.

## Variable 149 added with crit = 1011.02, MSE = 0.953.

## Variable 156 added with crit = 1006.68, MSE = 0.947.

## Variable 158 added with crit = 1004.27, MSE = 0.942.

## Variable 161 added with crit = 1003.94, MSE = 0.94.

## Variable 168 added with crit = 1003.24, MSE = 0.937.

## Variable 171 added with crit = 1002.65, MSE = 0.935.

## Variable 187 added with crit = 1001.47, MSE = 0.931.

## Variable 195 added with crit = 1001.02, MSE = 0.929.

## Variable 196 added with crit = 999.96, MSE = 0.926.

## Variable 198 added with crit = 999.91, MSE = 0.924.

## Variable 203 added with crit = 996.4, MSE = 0.918.

## Variable 210 added with crit = 992.9, MSE = 0.913.

## Variable 221 added with crit = 992.25, MSE = 0.91.

## Variable 232 added with crit = 990.12, MSE = 0.906.

## Variable 234 added with crit = 990.09, MSE = 0.904.

## Variable 247 added with crit = 988.89, MSE = 0.901.

## Variable 250 added with crit = 986.5, MSE = 0.897.

## Variable 254 added with crit = 986.08, MSE = 0.894.

## Variable 263 added with crit = 984.68, MSE = 0.891.

## Variable 268 added with crit = 984.63, MSE = 0.889.

## Variable 285 added with crit = 984.07, MSE = 0.886.

## Variable 286 added with crit = 983.48, MSE = 0.883.

## Variable 291 added with crit = 982.58, MSE = 0.881.

## Variable 293 added with crit = 980.64, MSE = 0.877.

## Variable 296 added with crit = 975.24, MSE = 0.869.

## Variable 298 added with crit = 974.91, MSE = 0.867.

## Variable 300 added with crit = 974.69, MSE = 0.865.

## Variable 318 added with crit = 972.55, MSE = 0.861.

## Variable 337 added with crit = 971.22, MSE = 0.857.

## Variable 350 added with crit = 970.23, MSE = 0.854.

## Variable 358 added with crit = 968.11, MSE = 0.85.

## Variable 361 added with crit = 966.91, MSE = 0.847.

## Variable 363 added with crit = 964.73, MSE = 0.843.

## Variable 373 added with crit = 963.02, MSE = 0.839.

## Variable 379 added with crit = 959.75, MSE = 0.834.

## Variable 381 added with crit = 959.25, MSE = 0.831.

## Variable 387 added with crit = 959.09, MSE = 0.829.

## Variable 391 added with crit = 957.69, MSE = 0.826.

## Variable 401 added with crit = 957.3, MSE = 0.823.

## Variable 415 added with crit = 953.71, MSE = 0.818.

## Variable 428 added with crit = 952.54, MSE = 0.815.

## Variable 429 added with crit = 950.13, MSE = 0.81.

## Done.

## Starting the fast-forward, 0 variables, crit = 70.67, MSE = 1.073.

## Variable 2 added with crit = 67.31, MSE = 1.067.

## Variable 3 added with crit = 56.22, MSE = 1.054.

## Variable 4 added with crit = 50.98, MSE = 1.046.

## Variable 5 added with crit = 48.38, MSE = 1.041.

## Variable 6 added with crit = 40.73, MSE = 1.031.

## Variable 13 added with crit = 40.09, MSE = 1.028.

## Variable 19 added with crit = 39.62, MSE = 1.026.

## Variable 20 added with crit = 37.73, MSE = 1.022.

## Variable 28 added with crit = 36.7, MSE = 1.019.

## Variable 30 added with crit = 36.22, MSE = 1.016.

## Variable 34 added with crit = 36.07, MSE = 1.014.

## Variable 42 added with crit = 30.3, MSE = 1.006.

## Variable 45 added with crit = 29.89, MSE = 1.004.

## Variable 73 added with crit = 29.8, MSE = 1.002.

## Variable 79 added with crit = 27.12, MSE = 0.997.

## Variable 83 added with crit = 25.16, MSE = 0.993.

## Variable 85 added with crit = 24.28, MSE = 0.99.

## Variable 86 added with crit = 24.03, MSE = 0.988.

## Variable 89 added with crit = 23.52, MSE = 0.986.

## Variable 95 added with crit = 20.02, MSE = 0.98.

## Variable 104 added with crit = 19.82, MSE = 0.978.

## Variable 107 added with crit = 19.75, MSE = 0.976.

## Variable 110 added with crit = 18.41, MSE = 0.973.

## Variable 115 added with crit = 18.16, MSE = 0.971.

## Variable 121 added with crit = 16.59, MSE = 0.967.

## Variable 128 added with crit = 16.29, MSE = 0.965.

## Variable 131 added with crit = 13.72, MSE = 0.961.

## Variable 148 added with crit = 11.3, MSE = 0.956.

## Variable 149 added with crit = 9.88, MSE = 0.953.

## Variable 156 added with crit = 5.21, MSE = 0.947.

## Variable 158 added with crit = 2.54, MSE = 0.942.

## Variable 161 added with crit = 2.06, MSE = 0.94.

## Variable 168 added with crit = 1.18, MSE = 0.937.

## Variable 171 added with crit = 0.42, MSE = 0.935.

## Variable 187 added with crit = -0.99, MSE = 0.931.

## Variable 188 added with crit = -1.07, MSE = 0.93.

## Variable 195 added with crit = -1.75, MSE = 0.927.

## Variable 196 added with crit = -3.24, MSE = 0.924.

## Variable 198 added with crit = -3.62, MSE = 0.922.

## Variable 203 added with crit = -7.47, MSE = 0.916.

## Variable 210 added with crit = -11.44, MSE = 0.911.

## Variable 221 added with crit = -12.83, MSE = 0.908.

## Variable 232 added with crit = -15.63, MSE = 0.903.

## Variable 234 added with crit = -15.83, MSE = 0.901.

## Variable 247 added with crit = -17.12, MSE = 0.898.

## Variable 250 added with crit = -20.2, MSE = 0.894.

## Variable 254 added with crit = -21.08, MSE = 0.891.

## Variable 257 added with crit = -21.52, MSE = 0.889.

## Variable 263 added with crit = -23.44, MSE = 0.886.

## Variable 268 added with crit = -23.91, MSE = 0.883.

## Variable 278 added with crit = -24.17, MSE = 0.881.

## Variable 285 added with crit = -25.21, MSE = 0.879.

## Variable 286 added with crit = -26.23, MSE = 0.876.

## Variable 288 added with crit = -26.39, MSE = 0.874.

## Variable 291 added with crit = -27.74, MSE = 0.871.

## Variable 293 added with crit = -30.55, MSE = 0.867.

## Variable 294 added with crit = -30.83, MSE = 0.865.

## Variable 296 added with crit = -38.3, MSE = 0.857.

## Variable 298 added with crit = -39.52, MSE = 0.854.

## Variable 300 added with crit = -39.74, MSE = 0.852.

## Variable 305 added with crit = -40.25, MSE = 0.85.

## Variable 309 added with crit = -40.95, MSE = 0.848.

## Variable 318 added with crit = -43.35, MSE = 0.844.

## Variable 328 added with crit = -43.36, MSE = 0.843.

## Variable 330 added with crit = -43.44, MSE = 0.841.

## Variable 333 added with crit = -43.44, MSE = 0.839.

## Variable 337 added with crit = -46.5, MSE = 0.835.

## Variable 350 added with crit = -47.78, MSE = 0.832.

## Variable 353 added with crit = -47.79, MSE = 0.83.

## Variable 358 added with crit = -49.15, MSE = 0.828.

## Done.

## Starting the fast-forward, 0 variables, crit = 1019.29, MSE = 1.019.

## Variable 3 added with crit = 1006.73, MSE = 1.005.

## Variable 4 added with crit = 992.21, MSE = 0.988.

## Variable 5 added with crit = 980.37, MSE = 0.974.

## Variable 6 added with crit = 976.08, MSE = 0.968.

## Variable 8 added with crit = 975.74, MSE = 0.966.

## Variable 10 added with crit = 969.54, MSE = 0.958.

## Variable 19 added with crit = 967.69, MSE = 0.954.

## Variable 20 added with crit = 961.58, MSE = 0.946.

## Variable 21 added with crit = 961.04, MSE = 0.943.

## Variable 25 added with crit = 960.3, MSE = 0.94.

## Variable 26 added with crit = 957.88, MSE = 0.936.

## Variable 29 added with crit = 957.58, MSE = 0.934.

## Variable 40 added with crit = 954.24, MSE = 0.928.

## Variable 48 added with crit = 952.39, MSE = 0.924.

## Variable 54 added with crit = 951.31, MSE = 0.921.

## Variable 56 added with crit = 950.73, MSE = 0.919.

## Variable 63 added with crit = 950.15, MSE = 0.916.

## Variable 94 added with crit = 949.44, MSE = 0.913.

## Variable 102 added with crit = 949.4, MSE = 0.911.

## Variable 107 added with crit = 948.54, MSE = 0.909.

## Variable 122 added with crit = 948.54, MSE = 0.907.

## Variable 130 added with crit = 948.27, MSE = 0.904.

## Variable 141 added with crit = 948.26, MSE = 0.902.

## Variable 156 added with crit = 944.33, MSE = 0.896.

## Variable 163 added with crit = 942.44, MSE = 0.892.

## Variable 181 added with crit = 941.98, MSE = 0.89.

## Variable 188 added with crit = 939.88, MSE = 0.886.

## Variable 193 added with crit = 938.31, MSE = 0.882.

## Variable 203 added with crit = 937.84, MSE = 0.88.

## Variable 214 added with crit = 934.4, MSE = 0.874.

## Variable 215 added with crit = 932.95, MSE = 0.871.

## Variable 221 added with crit = 932.71, MSE = 0.869.

## Variable 223 added with crit = 932.59, MSE = 0.867.

## Variable 224 added with crit = 931.99, MSE = 0.864.

## Variable 226 added with crit = 931.36, MSE = 0.861.

## Variable 242 added with crit = 930.65, MSE = 0.859.

## Variable 248 added with crit = 929.89, MSE = 0.856.

## Variable 250 added with crit = 926.28, MSE = 0.85.

## Variable 256 added with crit = 918.4, MSE = 0.84.

## Variable 260 added with crit = 917.68, MSE = 0.838.

## Variable 300 added with crit = 913.54, MSE = 0.832.

## Variable 312 added with crit = 913.46, MSE = 0.829.

## Variable 316 added with crit = 913.32, MSE = 0.827.

## Variable 331 added with crit = 911.91, MSE = 0.824.

## Variable 336 added with crit = 910.91, MSE = 0.821.

## Variable 339 added with crit = 910.06, MSE = 0.818.

## Variable 342 added with crit = 909.88, MSE = 0.816.

## Variable 344 added with crit = 908.54, MSE = 0.813.

## Variable 346 added with crit = 907.98, MSE = 0.81.

## Variable 352 added with crit = 906.92, MSE = 0.807.

## Variable 357 added with crit = 905.92, MSE = 0.804.

## Variable 390 added with crit = 904.33, MSE = 0.8.

## Variable 417 added with crit = 902.9, MSE = 0.797.

## Variable 428 added with crit = 901.11, MSE = 0.793.

## Variable 457 added with crit = 900.15, MSE = 0.79.

## Variable 466 added with crit = 898.33, MSE = 0.786.

## Variable 476 added with crit = 897.76, MSE = 0.784.

## Variable 489 added with crit = 897.54, MSE = 0.782.

## Variable 500 added with crit = 897.3, MSE = 0.779.

## Variable 518 added with crit = 896.98, MSE = 0.777.

## Variable 534 added with crit = 896.4, MSE = 0.774.

## Variable 535 added with crit = 895.34, MSE = 0.771.

## Variable 539 added with crit = 893.43, MSE = 0.767.

## Variable 566 added with crit = 888.37, MSE = 0.76.

## Variable 577 added with crit = 886.13, MSE = 0.756.

## Variable 582 added with crit = 885.68, MSE = 0.754.

## Variable 585 added with crit = 882.45, MSE = 0.748.

## Variable 593 added with crit = 880.89, MSE = 0.745.

## Variable 595 added with crit = 880.78, MSE = 0.743.

## Variable 602 added with crit = 878.35, MSE = 0.738.

## Done.

## Starting the fast-forward, 0 variables, crit = 19.1, MSE = 1.019.

## Variable 3 added with crit = 6.72, MSE = 1.005.

## Variable 4 added with crit = -7.86, MSE = 0.988.

## Variable 5 added with crit = -19.97, MSE = 0.974.

## Variable 6 added with crit = -24.44, MSE = 0.968.

## Variable 8 added with crit = -24.86, MSE = 0.966.

## Variable 9 added with crit = -24.92, MSE = 0.964.

## Variable 10 added with crit = -31, MSE = 0.956.

## Variable 19 added with crit = -33.38, MSE = 0.952.

## Variable 20 added with crit = -40.24, MSE = 0.943.

## Variable 21 added with crit = -40.94, MSE = 0.941.

## Variable 25 added with crit = -42.01, MSE = 0.938.

## Variable 26 added with crit = -44.73, MSE = 0.934.

## Variable 29 added with crit = -45.36, MSE = 0.931.

## Variable 40 added with crit = -49.1, MSE = 0.926.

## Variable 48 added with crit = -51.39, MSE = 0.922.

## Variable 54 added with crit = -52.52, MSE = 0.919.

## Variable 56 added with crit = -53.13, MSE = 0.917.

## Variable 63 added with crit = -54.13, MSE = 0.914.

## Variable 94 added with crit = -55.21, MSE = 0.911.

## Variable 102 added with crit = -55.37, MSE = 0.909.

## Variable 104 added with crit = -55.39, MSE = 0.907.

## Variable 107 added with crit = -56.8, MSE = 0.904.

## Variable 125 added with crit = -56.89, MSE = 0.902.

## Variable 130 added with crit = -57.32, MSE = 0.9.

## Variable 141 added with crit = -57.34, MSE = 0.898.

## Variable 156 added with crit = -63.24, MSE = 0.891.

## Variable 163 added with crit = -65.19, MSE = 0.888.

## Variable 164 added with crit = -65.82, MSE = 0.885.

## Variable 181 added with crit = -66.35, MSE = 0.883.

## Variable 188 added with crit = -68.95, MSE = 0.879.

## Variable 193 added with crit = -70.86, MSE = 0.876.

## Variable 203 added with crit = -71.64, MSE = 0.873.

## Variable 214 added with crit = -74.93, MSE = 0.869.

## Variable 215 added with crit = -76.72, MSE = 0.865.

## Variable 219 added with crit = -76.77, MSE = 0.863.

## Variable 221 added with crit = -77.95, MSE = 0.861.

## Variable 223 added with crit = -78.3, MSE = 0.859.

## Variable 224 added with crit = -79.68, MSE = 0.856.

## Variable 226 added with crit = -80.89, MSE = 0.853.

## Variable 233 added with crit = -81.39, MSE = 0.851.

## Variable 242 added with crit = -82.93, MSE = 0.848.

## Variable 248 added with crit = -84.16, MSE = 0.845.

## Variable 250 added with crit = -88.74, MSE = 0.84.

## Variable 256 added with crit = -97.6, MSE = 0.831.

## Variable 260 added with crit = -99.44, MSE = 0.827.

## Variable 290 added with crit = -99.85, MSE = 0.825.

## Variable 300 added with crit = -105.41, MSE = 0.819.

## Variable 303 added with crit = -106, MSE = 0.817.

## Variable 316 added with crit = -107.03, MSE = 0.815.

## Variable 325 added with crit = -107.87, MSE = 0.812.

## Variable 331 added with crit = -109.97, MSE = 0.809.

## Variable 336 added with crit = -110.83, MSE = 0.807.

## Variable 339 added with crit = -111.62, MSE = 0.804.

## Variable 342 added with crit = -112.19, MSE = 0.802.

## Variable 344 added with crit = -113.83, MSE = 0.799.

## Variable 346 added with crit = -115.14, MSE = 0.797.

## Variable 352 added with crit = -116.71, MSE = 0.794.

## Variable 357 added with crit = -117.61, MSE = 0.792.

## Variable 358 added with crit = -117.75, MSE = 0.79.

## Variable 364 added with crit = -118.01, MSE = 0.788.

## Variable 365 added with crit = -118.32, MSE = 0.786.

## Variable 387 added with crit = -118.53, MSE = 0.785.

## Variable 390 added with crit = -121.48, MSE = 0.781.

## Variable 393 added with crit = -122.09, MSE = 0.779.

## Variable 407 added with crit = -122.31, MSE = 0.777.

## Variable 417 added with crit = -123.45, MSE = 0.775.

## Variable 427 added with crit = -124.2, MSE = 0.772.

## Variable 428 added with crit = -127.19, MSE = 0.769.

## Variable 441 added with crit = -128.49, MSE = 0.766.

## Variable 445 added with crit = -129.01, MSE = 0.764.

## Done.

## Starting the fast-forward, 0 variables, crit = 1023.18, MSE = 1.023.

## Variable 2 added with crit = 1009.84, MSE = 1.008.

## Variable 3 added with crit = 1006, MSE = 1.002.

## Variable 4 added with crit = 988.36, MSE = 0.982.

## Variable 5 added with crit = 983.23, MSE = 0.975.

## Variable 6 added with crit = 976.53, MSE = 0.967.

## Variable 17 added with crit = 973.83, MSE = 0.962.

## Variable 20 added with crit = 970.19, MSE = 0.956.

## Variable 35 added with crit = 968.1, MSE = 0.952.

## Variable 38 added with crit = 965.91, MSE = 0.948.

## Variable 49 added with crit = 963.94, MSE = 0.944.

## Variable 53 added with crit = 961.01, MSE = 0.939.

## Variable 54 added with crit = 956.97, MSE = 0.933.

## Variable 60 added with crit = 954.48, MSE = 0.928.

## Variable 62 added with crit = 954.05, MSE = 0.926.

## Variable 67 added with crit = 951.75, MSE = 0.922.

## Variable 77 added with crit = 951.69, MSE = 0.92.

## Variable 78 added with crit = 951.5, MSE = 0.918.

## Variable 82 added with crit = 951.17, MSE = 0.915.

## Variable 87 added with crit = 945.8, MSE = 0.908.

## Variable 88 added with crit = 944.48, MSE = 0.904.

## Variable 92 added with crit = 941.48, MSE = 0.899.

## Variable 103 added with crit = 940.81, MSE = 0.897.

## Variable 104 added with crit = 940.32, MSE = 0.894.

## Variable 114 added with crit = 940.25, MSE = 0.892.

## Variable 123 added with crit = 939.12, MSE = 0.889.

## Variable 128 added with crit = 938.68, MSE = 0.887.

## Variable 131 added with crit = 938.61, MSE = 0.885.

## Variable 144 added with crit = 936.29, MSE = 0.88.

## Variable 146 added with crit = 935.39, MSE = 0.877.

## Variable 155 added with crit = 935.09, MSE = 0.875.

## Variable 157 added with crit = 933.14, MSE = 0.871.

## Variable 162 added with crit = 929.98, MSE = 0.866.

## Variable 173 added with crit = 929.68, MSE = 0.864.

## Variable 179 added with crit = 926.2, MSE = 0.858.

## Variable 187 added with crit = 926, MSE = 0.856.

## Variable 191 added with crit = 923.5, MSE = 0.851.

## Variable 192 added with crit = 922.01, MSE = 0.848.

## Variable 195 added with crit = 921.81, MSE = 0.846.

## Variable 217 added with crit = 921.33, MSE = 0.843.

## Variable 221 added with crit = 919.55, MSE = 0.84.

## Variable 242 added with crit = 917.16, MSE = 0.835.

## Variable 246 added with crit = 914.15, MSE = 0.83.

## Variable 247 added with crit = 912.6, MSE = 0.827.

## Variable 248 added with crit = 912.36, MSE = 0.824.

## Variable 270 added with crit = 910.03, MSE = 0.82.

## Variable 272 added with crit = 907.08, MSE = 0.815.

## Variable 281 added with crit = 906.17, MSE = 0.812.

## Variable 301 added with crit = 905.48, MSE = 0.809.

## Variable 315 added with crit = 904.19, MSE = 0.806.

## Variable 325 added with crit = 902.96, MSE = 0.803.

## Variable 328 added with crit = 902.78, MSE = 0.801.

## Variable 329 added with crit = 901.39, MSE = 0.797.

## Variable 333 added with crit = 900.89, MSE = 0.795.

## Variable 345 added with crit = 899.91, MSE = 0.792.

## Variable 346 added with crit = 899.62, MSE = 0.79.

## Variable 361 added with crit = 899.62, MSE = 0.788.

## Variable 363 added with crit = 899.22, MSE = 0.785.

## Variable 365 added with crit = 898.91, MSE = 0.783.

## Variable 369 added with crit = 898.59, MSE = 0.781.

## Variable 378 added with crit = 898.03, MSE = 0.778.

## Variable 379 added with crit = 897.72, MSE = 0.776.

## Variable 384 added with crit = 896.11, MSE = 0.772.

## Variable 420 added with crit = 895.29, MSE = 0.769.

## Variable 427 added with crit = 893.83, MSE = 0.766.

## Variable 430 added with crit = 888.04, MSE = 0.758.

## Variable 435 added with crit = 887.9, MSE = 0.756.

## Variable 436 added with crit = 876.68, MSE = 0.743.

## Variable 437 added with crit = 876.36, MSE = 0.74.

## Variable 438 added with crit = 876.33, MSE = 0.738.

## Variable 452 added with crit = 876.19, MSE = 0.736.

## Done.

## Starting the fast-forward, 0 variables, crit = 22.92, MSE = 1.023.

## Variable 2 added with crit = 9.81, MSE = 1.008.

## Variable 3 added with crit = 5.99, MSE = 1.002.

## Variable 4 added with crit = -11.8, MSE = 0.982.

## Variable 5 added with crit = -17.08, MSE = 0.975.

## Variable 6 added with crit = -24.04, MSE = 0.967.

## Variable 17 added with crit = -26.92, MSE = 0.962.

## Variable 20 added with crit = -30.8, MSE = 0.956.

## Variable 35 added with crit = -33.09, MSE = 0.952.

## Variable 38 added with crit = -35.49, MSE = 0.948.

## Variable 49 added with crit = -37.7, MSE = 0.944.

## Variable 53 added with crit = -40.93, MSE = 0.939.

## Variable 54 added with crit = -45.38, MSE = 0.933.

## Variable 60 added with crit = -48.21, MSE = 0.928.

## Variable 62 added with crit = -48.83, MSE = 0.926.

## Variable 67 added with crit = -51.48, MSE = 0.922.

## Variable 77 added with crit = -51.72, MSE = 0.92.

## Variable 78 added with crit = -52.1, MSE = 0.918.

## Variable 82 added with crit = -52.65, MSE = 0.915.

## Variable 87 added with crit = -58.73, MSE = 0.908.

## Variable 88 added with crit = -60.4, MSE = 0.904.

## Variable 92 added with crit = -63.94, MSE = 0.899.

## Variable 93 added with crit = -64.07, MSE = 0.898.

## Variable 103 added with crit = -65.34, MSE = 0.895.

## Variable 104 added with crit = -66.12, MSE = 0.892.

## Variable 114 added with crit = -66.37, MSE = 0.89.

## Variable 123 added with crit = -67.81, MSE = 0.887.

## Variable 127 added with crit = -67.97, MSE = 0.885.

## Variable 128 added with crit = -68.89, MSE = 0.883.

## Variable 139 added with crit = -69.21, MSE = 0.881.

## Variable 144 added with crit = -72.38, MSE = 0.876.

## Variable 146 added with crit = -73.36, MSE = 0.873.

## Variable 155 added with crit = -74.13, MSE = 0.871.

## Variable 157 added with crit = -77.05, MSE = 0.867.

## Variable 162 added with crit = -80.85, MSE = 0.862.

## Variable 173 added with crit = -81.94, MSE = 0.859.

## Variable 179 added with crit = -86.33, MSE = 0.854.

## Variable 187 added with crit = -86.95, MSE = 0.851.

## Variable 191 added with crit = -90.26, MSE = 0.847.

## Variable 192 added with crit = -92.39, MSE = 0.843.

## Variable 195 added with crit = -92.69, MSE = 0.841.

## Variable 203 added with crit = -92.81, MSE = 0.84.

## Variable 208 added with crit = -92.87, MSE = 0.838.

## Variable 216 added with crit = -92.96, MSE = 0.836.

## Variable 217 added with crit = -93.96, MSE = 0.834.

## Variable 221 added with crit = -96.54, MSE = 0.83.

## Variable 242 added with crit = -99.16, MSE = 0.826.

## Variable 246 added with crit = -103.66, MSE = 0.821.

## Variable 247 added with crit = -106.05, MSE = 0.817.

## Variable 248 added with crit = -107.1, MSE = 0.815.

## Variable 257 added with crit = -107.43, MSE = 0.813.

## Variable 270 added with crit = -110.39, MSE = 0.809.

## Variable 272 added with crit = -114.21, MSE = 0.804.

## Variable 275 added with crit = -114.49, MSE = 0.802.

## Variable 281 added with crit = -115.37, MSE = 0.8.

## Variable 288 added with crit = -115.49, MSE = 0.798.

## Variable 300 added with crit = -115.55, MSE = 0.796.

## Variable 301 added with crit = -117.16, MSE = 0.794.

## Variable 315 added with crit = -119.95, MSE = 0.79.

## Variable 318 added with crit = -120.33, MSE = 0.788.

## Variable 325 added with crit = -122.17, MSE = 0.785.

## Variable 328 added with crit = -122.9, MSE = 0.783.

## Variable 329 added with crit = -124.64, MSE = 0.78.

## Variable 333 added with crit = -125.95, MSE = 0.777.

## Variable 340 added with crit = -126.59, MSE = 0.775.

## Variable 342 added with crit = -127.05, MSE = 0.773.

## Variable 345 added with crit = -128.45, MSE = 0.771.

## Variable 346 added with crit = -129.27, MSE = 0.769.

## Variable 363 added with crit = -131.11, MSE = 0.766.

## Variable 365 added with crit = -132.33, MSE = 0.763.

## Variable 369 added with crit = -132.71, MSE = 0.761.

## Done.

## Starting the fast-forward, 0 variables, crit = 1091.79, MSE = 1.092.

## Variable 2 added with crit = 1065.39, MSE = 1.063.

## Variable 3 added with crit = 1061.21, MSE = 1.057.

## Variable 4 added with crit = 1049.3, MSE = 1.043.

## Variable 5 added with crit = 1044.59, MSE = 1.037.

## Variable 6 added with crit = 1033.96, MSE = 1.024.

## Variable 7 added with crit = 1030.98, MSE = 1.019.

## Variable 14 added with crit = 1029.89, MSE = 1.016.

## Variable 18 added with crit = 1029.86, MSE = 1.014.

## Variable 31 added with crit = 1029.16, MSE = 1.011.

## Variable 34 added with crit = 1028.78, MSE = 1.009.

## Variable 35 added with crit = 1026.53, MSE = 1.005.

## Variable 38 added with crit = 1026.18, MSE = 1.002.

## Variable 40 added with crit = 1022.89, MSE = 0.997.

## Variable 50 added with crit = 1021.88, MSE = 0.994.

## Variable 52 added with crit = 1021.21, MSE = 0.991.

## Variable 57 added with crit = 1019.48, MSE = 0.987.

## Variable 60 added with crit = 1018.76, MSE = 0.985.

## Variable 64 added with crit = 1018.4, MSE = 0.982.

## Variable 65 added with crit = 1016.67, MSE = 0.979.

## Variable 70 added with crit = 1015.41, MSE = 0.975.

## Variable 72 added with crit = 1014.24, MSE = 0.972.

## Variable 74 added with crit = 1011.03, MSE = 0.967.

## Variable 79 added with crit = 1009.52, MSE = 0.964.

## Variable 84 added with crit = 1007.41, MSE = 0.959.

## Variable 102 added with crit = 1007.37, MSE = 0.957.

## Variable 119 added with crit = 1007.04, MSE = 0.955.

## Variable 128 added with crit = 1006.73, MSE = 0.953.

## Variable 130 added with crit = 1004.15, MSE = 0.948.

## Variable 131 added with crit = 1002.45, MSE = 0.944.

## Variable 134 added with crit = 1000.02, MSE = 0.94.

## Variable 137 added with crit = 999.72, MSE = 0.938.

## Variable 147 added with crit = 998.1, MSE = 0.934.

## Variable 159 added with crit = 997.58, MSE = 0.932.

## Variable 170 added with crit = 994.13, MSE = 0.926.

## Variable 172 added with crit = 993.84, MSE = 0.924.

## Variable 176 added with crit = 993.74, MSE = 0.922.

## Variable 192 added with crit = 993.5, MSE = 0.919.

## Variable 195 added with crit = 993.01, MSE = 0.917.

## Variable 198 added with crit = 992.17, MSE = 0.914.

## Variable 210 added with crit = 985.39, MSE = 0.905.

## Variable 226 added with crit = 985.38, MSE = 0.903.

## Variable 235 added with crit = 982.22, MSE = 0.898.

## Variable 243 added with crit = 980.71, MSE = 0.895.

## Variable 246 added with crit = 974.26, MSE = 0.886.

## Variable 251 added with crit = 973.92, MSE = 0.884.

## Variable 259 added with crit = 972.93, MSE = 0.881.

## Variable 273 added with crit = 972.61, MSE = 0.879.

## Variable 274 added with crit = 972.4, MSE = 0.876.

## Variable 300 added with crit = 971.08, MSE = 0.873.

## Variable 302 added with crit = 970.97, MSE = 0.871.

## Variable 303 added with crit = 968.07, MSE = 0.866.

## Variable 318 added with crit = 967.84, MSE = 0.864.

## Variable 322 added with crit = 967.83, MSE = 0.862.

## Variable 338 added with crit = 967.25, MSE = 0.859.

## Variable 340 added with crit = 965.32, MSE = 0.855.

## Variable 352 added with crit = 964.42, MSE = 0.852.

## Variable 390 added with crit = 963.75, MSE = 0.85.

## Variable 401 added with crit = 962.46, MSE = 0.846.

## Variable 402 added with crit = 960.92, MSE = 0.843.

## Variable 417 added with crit = 959.03, MSE = 0.839.

## Variable 434 added with crit = 959.01, MSE = 0.837.

## Variable 438 added with crit = 958.8, MSE = 0.835.

## Variable 444 added with crit = 953.58, MSE = 0.828.

## Variable 456 added with crit = 952.34, MSE = 0.824.

## Variable 463 added with crit = 950.69, MSE = 0.821.

## Variable 470 added with crit = 949.9, MSE = 0.818.

## Variable 476 added with crit = 949.25, MSE = 0.815.

## Variable 483 added with crit = 948.79, MSE = 0.813.

## Variable 487 added with crit = 948.76, MSE = 0.811.

## Variable 501 added with crit = 947.15, MSE = 0.807.

## Done.

## Starting the fast-forward, 0 variables, crit = 87.82, MSE = 1.092.

## Variable 2 added with crit = 63.46, MSE = 1.063.

## Variable 3 added with crit = 59.63, MSE = 1.057.

## Variable 4 added with crit = 48.39, MSE = 1.043.

## Variable 5 added with crit = 43.94, MSE = 1.037.

## Variable 6 added with crit = 33.68, MSE = 1.024.

## Variable 7 added with crit = 30.81, MSE = 1.019.

## Variable 14 added with crit = 29.77, MSE = 1.016.

## Variable 18 added with crit = 29.76, MSE = 1.014.

## Variable 31 added with crit = 29.1, MSE = 1.011.

## Variable 34 added with crit = 28.74, MSE = 1.009.

## Variable 35 added with crit = 26.52, MSE = 1.005.

## Variable 38 added with crit = 26.18, MSE = 1.002.

## Variable 40 added with crit = 22.89, MSE = 0.997.

## Variable 50 added with crit = 21.86, MSE = 0.994.

## Variable 52 added with crit = 21.17, MSE = 0.991.

## Variable 57 added with crit = 19.4, MSE = 0.987.

## Variable 60 added with crit = 18.64, MSE = 0.985.

## Variable 64 added with crit = 18.24, MSE = 0.982.

## Variable 65 added with crit = 16.44, MSE = 0.979.

## Variable 70 added with crit = 15.11, MSE = 0.975.

## Variable 72 added with crit = 13.85, MSE = 0.972.

## Variable 74 added with crit = 10.47, MSE = 0.967.

## Variable 79 added with crit = 8.83, MSE = 0.964.

## Variable 84 added with crit = 6.56, MSE = 0.959.

## Variable 102 added with crit = 6.43, MSE = 0.957.

## Variable 119 added with crit = 6, MSE = 0.955.

## Variable 128 added with crit = 5.57, MSE = 0.953.

## Variable 130 added with crit = 2.76, MSE = 0.948.

## Variable 131 added with crit = 0.84, MSE = 0.944.

## Variable 134 added with crit = -1.85, MSE = 0.94.

## Variable 137 added with crit = -2.3, MSE = 0.938.

## Variable 147 added with crit = -4.17, MSE = 0.934.

## Variable 159 added with crit = -4.87, MSE = 0.932.

## Variable 170 added with crit = -8.74, MSE = 0.926.

## Variable 172 added with crit = -9.22, MSE = 0.924.

## Variable 176 added with crit = -9.49, MSE = 0.922.

## Variable 192 added with crit = -9.93, MSE = 0.919.

## Variable 195 added with crit = -10.63, MSE = 0.917.

## Variable 198 added with crit = -11.74, MSE = 0.914.

## Variable 210 added with crit = -19.39, MSE = 0.905.

## Variable 213 added with crit = -19.54, MSE = 0.903.

## Variable 226 added with crit = -19.74, MSE = 0.901.

## Variable 235 added with crit = -23.53, MSE = 0.896.

## Variable 243 added with crit = -25.33, MSE = 0.893.

## Variable 246 added with crit = -33.11, MSE = 0.884.

## Variable 251 added with crit = -33.71, MSE = 0.882.

## Variable 259 added with crit = -35.22, MSE = 0.879.

## Variable 273 added with crit = -35.62, MSE = 0.877.

## Variable 274 added with crit = -36.08, MSE = 0.875.

## Variable 277 added with crit = -36.3, MSE = 0.873.

## Variable 300 added with crit = -37.98, MSE = 0.869.

## Variable 302 added with crit = -38.42, MSE = 0.867.

## Variable 303 added with crit = -41.91, MSE = 0.863.

## Variable 318 added with crit = -42.42, MSE = 0.86.

## Variable 322 added with crit = -42.58, MSE = 0.858.

## Variable 338 added with crit = -43.42, MSE = 0.856.

## Variable 340 added with crit = -45.81, MSE = 0.852.

## Variable 342 added with crit = -46.04, MSE = 0.85.

## Variable 352 added with crit = -47.21, MSE = 0.848.

## Variable 390 added with crit = -48.1, MSE = 0.845.

## Variable 401 added with crit = -50.06, MSE = 0.842.

## Variable 402 added with crit = -52.7, MSE = 0.838.

## Variable 417 added with crit = -55.37, MSE = 0.834.

## Variable 434 added with crit = -55.56, MSE = 0.832.

## Variable 436 added with crit = -55.76, MSE = 0.83.

## Variable 438 added with crit = -56.46, MSE = 0.828.

## Variable 444 added with crit = -63.04, MSE = 0.821.

## Variable 445 added with crit = -63.18, MSE = 0.819.

## Variable 456 added with crit = -65.39, MSE = 0.816.

## Variable 463 added with crit = -68.62, MSE = 0.812.

## Done.

## Starting the fast-forward, 0 variables, crit = 947.06, MSE = 0.947.

## Variable 2 added with crit = 931.99, MSE = 0.93.

## Variable 3 added with crit = 929.06, MSE = 0.925.

## Variable 4 added with crit = 922.71, MSE = 0.917.

## Variable 5 added with crit = 916.34, MSE = 0.908.

## Variable 6 added with crit = 910.2, MSE = 0.9.

## Variable 7 added with crit = 910.05, MSE = 0.898.

## Variable 22 added with crit = 910.04, MSE = 0.896.

## Variable 23 added with crit = 909.31, MSE = 0.893.

## Variable 43 added with crit = 908.94, MSE = 0.891.

## Variable 46 added with crit = 908.19, MSE = 0.888.

## Variable 53 added with crit = 906.49, MSE = 0.884.

## Variable 59 added with crit = 906, MSE = 0.882.

## Variable 64 added with crit = 903.76, MSE = 0.878.

## Variable 66 added with crit = 903.21, MSE = 0.875.

## Variable 73 added with crit = 899.67, MSE = 0.87.

## Variable 75 added with crit = 899.53, MSE = 0.868.

## Variable 84 added with crit = 895.78, MSE = 0.862.

## Variable 90 added with crit = 895.28, MSE = 0.859.

## Variable 103 added with crit = 893.9, MSE = 0.856.

## Variable 114 added with crit = 893.69, MSE = 0.854.

## Variable 118 added with crit = 891.48, MSE = 0.849.

## Variable 120 added with crit = 891.23, MSE = 0.847.

## Variable 124 added with crit = 886.59, MSE = 0.841.

## Variable 127 added with crit = 883.63, MSE = 0.836.

## Variable 135 added with crit = 883.01, MSE = 0.833.

## Variable 137 added with crit = 880.89, MSE = 0.829.

## Variable 156 added with crit = 880.21, MSE = 0.826.

## Variable 158 added with crit = 874.45, MSE = 0.818.

## Variable 191 added with crit = 873.23, MSE = 0.815.

## Variable 217 added with crit = 872.81, MSE = 0.813.

## Variable 240 added with crit = 872.5, MSE = 0.81.

## Variable 251 added with crit = 871.89, MSE = 0.808.

## Variable 253 added with crit = 871.79, MSE = 0.806.

## Variable 255 added with crit = 871.54, MSE = 0.804.

## Variable 267 added with crit = 871.51, MSE = 0.802.

## Variable 288 added with crit = 870.99, MSE = 0.799.

## Variable 313 added with crit = 870.62, MSE = 0.797.

## Variable 318 added with crit = 869.53, MSE = 0.794.

## Variable 319 added with crit = 863.64, MSE = 0.786.

## Variable 320 added with crit = 862.34, MSE = 0.782.

## Variable 326 added with crit = 861.49, MSE = 0.779.

## Variable 333 added with crit = 860.18, MSE = 0.776.

## Variable 337 added with crit = 856.6, MSE = 0.771.

## Variable 338 added with crit = 854.56, MSE = 0.767.

## Variable 343 added with crit = 854.32, MSE = 0.764.

## Variable 344 added with crit = 853.7, MSE = 0.762.

## Variable 349 added with crit = 850.73, MSE = 0.757.

## Variable 364 added with crit = 848.93, MSE = 0.753.

## Variable 365 added with crit = 847.03, MSE = 0.749.

## Variable 374 added with crit = 845.88, MSE = 0.746.

## Variable 396 added with crit = 844.46, MSE = 0.742.

## Variable 407 added with crit = 843.37, MSE = 0.739.

## Variable 410 added with crit = 842.57, MSE = 0.737.

## Variable 422 added with crit = 841.67, MSE = 0.734.

## Variable 428 added with crit = 841.53, MSE = 0.732.

## Variable 464 added with crit = 840.26, MSE = 0.728.

## Variable 465 added with crit = 834.52, MSE = 0.721.

## Variable 470 added with crit = 834.2, MSE = 0.718.

## Variable 473 added with crit = 833.58, MSE = 0.716.

## Variable 488 added with crit = 833.1, MSE = 0.713.

## Variable 495 added with crit = 829.54, MSE = 0.708.

## Variable 501 added with crit = 826.89, MSE = 0.703.

## Variable 551 added with crit = 826.06, MSE = 0.7.

## Variable 588 added with crit = 825.6, MSE = 0.698.

## Variable 617 added with crit = 824.73, MSE = 0.695.

## Variable 630 added with crit = 823.65, MSE = 0.692.

## Variable 636 added with crit = 820.73, MSE = 0.687.

## Variable 640 added with crit = 818.27, MSE = 0.682.

## Variable 645 added with crit = 817.78, MSE = 0.68.

## Variable 649 added with crit = 813.88, MSE = 0.674.

## Done.

## Starting the fast-forward, 0 variables, crit = -54.39, MSE = 0.947.

## Variable 2 added with crit = -70.58, MSE = 0.93.

## Variable 3 added with crit = -73.9, MSE = 0.925.

## Variable 4 added with crit = -80.97, MSE = 0.917.

## Variable 5 added with crit = -88.13, MSE = 0.908.

## Variable 6 added with crit = -95.13, MSE = 0.9.

## Variable 7 added with crit = -95.53, MSE = 0.898.

## Variable 22 added with crit = -95.77, MSE = 0.896.

## Variable 23 added with crit = -96.82, MSE = 0.893.

## Variable 43 added with crit = -97.48, MSE = 0.891.

## Variable 46 added with crit = -98.56, MSE = 0.888.

## Variable 52 added with crit = -98.69, MSE = 0.886.

## Variable 53 added with crit = -100.89, MSE = 0.883.

## Variable 57 added with crit = -101.03, MSE = 0.881.

## Variable 59 added with crit = -102.07, MSE = 0.878.

## Variable 64 added with crit = -104.15, MSE = 0.874.

## Variable 66 added with crit = -104.92, MSE = 0.872.

## Variable 72 added with crit = -105.22, MSE = 0.87.

## Variable 73 added with crit = -109.78, MSE = 0.864.

## Variable 75 added with crit = -110.65, MSE = 0.862.

## Variable 76 added with crit = -110.78, MSE = 0.86.

## Variable 84 added with crit = -115.41, MSE = 0.854.

## Variable 90 added with crit = -116.47, MSE = 0.852.

## Variable 94 added with crit = -116.6, MSE = 0.85.

## Variable 103 added with crit = -118.97, MSE = 0.846.

## Variable 104 added with crit = -119.08, MSE = 0.844.

## Variable 113 added with crit = -119.29, MSE = 0.843.

## Variable 114 added with crit = -120.54, MSE = 0.84.

## Variable 118 added with crit = -124.03, MSE = 0.835.

## Variable 124 added with crit = -130.11, MSE = 0.829.

## Variable 127 added with crit = -132.22, MSE = 0.825.

## Variable 129 added with crit = -132.32, MSE = 0.823.

## Variable 135 added with crit = -133.38, MSE = 0.821.

## Variable 137 added with crit = -136.52, MSE = 0.817.

## Variable 156 added with crit = -137.45, MSE = 0.814.

## Variable 158 added with crit = -145.29, MSE = 0.806.

## Variable 165 added with crit = -145.42, MSE = 0.805.

## Variable 181 added with crit = -145.74, MSE = 0.803.

## Variable 184 added with crit = -146.02, MSE = 0.801.

## Variable 191 added with crit = -148.3, MSE = 0.797.

## Variable 203 added with crit = -148.45, MSE = 0.796.

## Variable 208 added with crit = -149.08, MSE = 0.794.

## Variable 217 added with crit = -149.2, MSE = 0.792.

## Variable 219 added with crit = -149.22, MSE = 0.79.

## Variable 240 added with crit = -151.01, MSE = 0.787.

## Variable 253 added with crit = -152.8, MSE = 0.784.

## Variable 255 added with crit = -153.67, MSE = 0.782.

## Variable 267 added with crit = -153.67, MSE = 0.781.

## Variable 288 added with crit = -155.79, MSE = 0.777.

## Variable 305 added with crit = -155.98, MSE = 0.776.

## Variable 313 added with crit = -157.93, MSE = 0.773.

## Variable 318 added with crit = -159.6, MSE = 0.77.

## Variable 319 added with crit = -167.58, MSE = 0.762.

## Variable 320 added with crit = -169.47, MSE = 0.759.

## Variable 326 added with crit = -173.57, MSE = 0.755.

## Variable 333 added with crit = -177.64, MSE = 0.75.

## Variable 337 added with crit = -182.72, MSE = 0.745.

## Variable 338 added with crit = -186.54, MSE = 0.74.

## Variable 343 added with crit = -188.31, MSE = 0.738.

## Variable 344 added with crit = -190.03, MSE = 0.735.

## Variable 348 added with crit = -190.33, MSE = 0.733.

## Variable 349 added with crit = -195.63, MSE = 0.728.

## Variable 352 added with crit = -196.01, MSE = 0.726.

## Variable 362 added with crit = -196.09, MSE = 0.725.

## Variable 364 added with crit = -201.47, MSE = 0.719.

## Variable 365 added with crit = -203.69, MSE = 0.716.

## Variable 370 added with crit = -204.46, MSE = 0.714.

## Variable 374 added with crit = -206.73, MSE = 0.711.

## Variable 379 added with crit = -206.92, MSE = 0.71.

## Variable 391 added with crit = -207.31, MSE = 0.708.

## Variable 396 added with crit = -211.76, MSE = 0.703.

## Done.

## Starting the fast-forward, 0 variables, crit = 1067.26, MSE = 1.067.

## Variable 2 added with crit = 1044.08, MSE = 1.042.

## Variable 3 added with crit = 1038.75, MSE = 1.035.

## Variable 4 added with crit = 1029.68, MSE = 1.024.

## Variable 5 added with crit = 1004.1, MSE = 0.996.

## Variable 6 added with crit = 998, MSE = 0.988.

## Variable 9 added with crit = 997.85, MSE = 0.986.

## Variable 13 added with crit = 997.26, MSE = 0.983.

## Variable 18 added with crit = 996.13, MSE = 0.98.

## Variable 19 added with crit = 993.37, MSE = 0.975.

## Variable 28 added with crit = 992.75, MSE = 0.973.

## Variable 35 added with crit = 990.93, MSE = 0.969.

## Variable 42 added with crit = 990.54, MSE = 0.967.

## Variable 52 added with crit = 990.48, MSE = 0.964.

## Variable 69 added with crit = 985.81, MSE = 0.958.

## Variable 98 added with crit = 985.73, MSE = 0.956.

## Variable 106 added with crit = 982.74, MSE = 0.951.

## Variable 110 added with crit = 982.71, MSE = 0.949.

## Variable 116 added with crit = 981.72, MSE = 0.946.

## Variable 132 added with crit = 980.75, MSE = 0.943.

## Variable 135 added with crit = 978.68, MSE = 0.939.

## Variable 137 added with crit = 978.07, MSE = 0.936.

## Variable 140 added with crit = 977.43, MSE = 0.933.

## Variable 158 added with crit = 974.67, MSE = 0.929.

## Variable 167 added with crit = 974.15, MSE = 0.926.

## Variable 183 added with crit = 973.84, MSE = 0.924.

## Variable 191 added with crit = 973.33, MSE = 0.921.

## Variable 194 added with crit = 972.4, MSE = 0.918.

## Variable 210 added with crit = 970.58, MSE = 0.915.

## Variable 217 added with crit = 969.08, MSE = 0.911.

## Variable 244 added with crit = 963.6, MSE = 0.904.

## Variable 249 added with crit = 957.7, MSE = 0.896.

## Variable 251 added with crit = 956.56, MSE = 0.893.

## Variable 252 added with crit = 956.24, MSE = 0.89.

## Variable 264 added with crit = 956.09, MSE = 0.888.

## Variable 265 added with crit = 952.49, MSE = 0.882.

## Variable 275 added with crit = 951.9, MSE = 0.88.

## Variable 287 added with crit = 951.65, MSE = 0.878.

## Variable 288 added with crit = 951.46, MSE = 0.875.

## Variable 301 added with crit = 949.6, MSE = 0.872.

## Variable 312 added with crit = 949.44, MSE = 0.869.

## Variable 313 added with crit = 946.52, MSE = 0.865.

## Variable 317 added with crit = 946.46, MSE = 0.862.

## Variable 327 added with crit = 945.28, MSE = 0.859.

## Variable 331 added with crit = 945.24, MSE = 0.857.

## Variable 332 added with crit = 943.28, MSE = 0.853.

## Variable 350 added with crit = 941.37, MSE = 0.849.

## Variable 389 added with crit = 941.19, MSE = 0.847.

## Variable 391 added with crit = 939.61, MSE = 0.844.

## Variable 394 added with crit = 939.25, MSE = 0.841.

## Variable 399 added with crit = 938.02, MSE = 0.838.

## Variable 402 added with crit = 936.61, MSE = 0.835.

## Variable 403 added with crit = 935.87, MSE = 0.832.

## Variable 417 added with crit = 935.42, MSE = 0.829.

## Variable 418 added with crit = 933.45, MSE = 0.825.

## Variable 426 added with crit = 932.15, MSE = 0.822.

## Variable 434 added with crit = 930.52, MSE = 0.819.

## Variable 448 added with crit = 929.91, MSE = 0.816.

## Variable 449 added with crit = 928, MSE = 0.812.

## Variable 458 added with crit = 927.87, MSE = 0.81.

## Variable 459 added with crit = 922.54, MSE = 0.803.

## Variable 466 added with crit = 920.84, MSE = 0.799.

## Variable 479 added with crit = 917.15, MSE = 0.793.

## Variable 490 added with crit = 916.61, MSE = 0.791.

## Variable 510 added with crit = 913.84, MSE = 0.786.

## Variable 525 added with crit = 913.6, MSE = 0.784.

## Variable 533 added with crit = 913.03, MSE = 0.781.

## Variable 551 added with crit = 911.63, MSE = 0.778.

## Variable 552 added with crit = 910.06, MSE = 0.774.

## Variable 554 added with crit = 907.23, MSE = 0.769.

## Variable 571 added with crit = 906.11, MSE = 0.766.

## Done.

## Starting the fast-forward, 0 variables, crit = 65.1, MSE = 1.067.

## Variable 2 added with crit = 43.22, MSE = 1.042.

## Variable 3 added with crit = 38.16, MSE = 1.035.

## Variable 4 added with crit = 29.4, MSE = 1.024.

## Variable 5 added with crit = 4.09, MSE = 0.996.

## Variable 6 added with crit = -2.07, MSE = 0.988.

## Variable 9 added with crit = -2.25, MSE = 0.986.

## Variable 13 added with crit = -2.88, MSE = 0.983.

## Variable 18 added with crit = -4.07, MSE = 0.98.

## Variable 19 added with crit = -6.93, MSE = 0.975.

## Variable 28 added with crit = -7.62, MSE = 0.973.

## Variable 35 added with crit = -9.56, MSE = 0.969.

## Variable 42 added with crit = -10.03, MSE = 0.967.

## Variable 52 added with crit = -10.17, MSE = 0.964.

## Variable 65 added with crit = -10.18, MSE = 0.963.

## Variable 69 added with crit = -15.63, MSE = 0.955.

## Variable 73 added with crit = -15.72, MSE = 0.953.

## Variable 98 added with crit = -15.93, MSE = 0.951.

## Variable 106 added with crit = -19.25, MSE = 0.946.

## Variable 110 added with crit = -19.41, MSE = 0.944.

## Variable 116 added with crit = -20.14, MSE = 0.942.

## Variable 132 added with crit = -21.24, MSE = 0.939.

## Variable 135 added with crit = -23.4, MSE = 0.935.

## Variable 137 added with crit = -23.87, MSE = 0.933.

## Variable 140 added with crit = -24.47, MSE = 0.93.

## Variable 158 added with crit = -27.23, MSE = 0.926.

## Variable 167 added with crit = -28.09, MSE = 0.923.

## Variable 183 added with crit = -28.65, MSE = 0.921.

## Variable 191 added with crit = -29.27, MSE = 0.918.

## Variable 194 added with crit = -30.48, MSE = 0.915.

## Variable 210 added with crit = -32.58, MSE = 0.912.

## Variable 217 added with crit = -35.16, MSE = 0.907.

## Variable 244 added with crit = -41.13, MSE = 0.9.

## Variable 249 added with crit = -47.74, MSE = 0.892.

## Variable 251 added with crit = -49.59, MSE = 0.889.

## Variable 252 added with crit = -50.04, MSE = 0.887.

## Variable 264 added with crit = -50.39, MSE = 0.885.

## Variable 265 added with crit = -54.69, MSE = 0.879.

## Variable 275 added with crit = -55.55, MSE = 0.877.

## Variable 287 added with crit = -56.41, MSE = 0.874.

## Variable 288 added with crit = -57.24, MSE = 0.872.

## Variable 301 added with crit = -59.78, MSE = 0.868.

## Variable 304 added with crit = -59.85, MSE = 0.866.

## Variable 312 added with crit = -60.21, MSE = 0.864.

## Variable 313 added with crit = -63.86, MSE = 0.859.

## Variable 317 added with crit = -64.02, MSE = 0.857.

## Variable 327 added with crit = -65.63, MSE = 0.854.

## Variable 331 added with crit = -66.05, MSE = 0.852.

## Variable 332 added with crit = -68.57, MSE = 0.848.

## Variable 350 added with crit = -71.78, MSE = 0.844.

## Variable 379 added with crit = -71.84, MSE = 0.842.

## Variable 389 added with crit = -72.28, MSE = 0.84.

## Variable 391 added with crit = -73.62, MSE = 0.837.

## Variable 394 added with crit = -74.01, MSE = 0.835.

## Variable 399 added with crit = -76.47, MSE = 0.832.

## Variable 402 added with crit = -79.3, MSE = 0.828.

## Variable 403 added with crit = -80.63, MSE = 0.825.

## Variable 411 added with crit = -80.75, MSE = 0.823.

## Variable 417 added with crit = -82.02, MSE = 0.82.

## Variable 418 added with crit = -84.8, MSE = 0.816.

## Variable 426 added with crit = -86.57, MSE = 0.813.

## Variable 434 added with crit = -90.45, MSE = 0.809.

## Variable 437 added with crit = -90.61, MSE = 0.807.

## Variable 448 added with crit = -91.43, MSE = 0.805.

## Variable 449 added with crit = -94.77, MSE = 0.8.

## Variable 451 added with crit = -95.59, MSE = 0.798.

## Variable 458 added with crit = -96.03, MSE = 0.796.

## Variable 459 added with crit = -103.72, MSE = 0.788.

## Variable 466 added with crit = -107.26, MSE = 0.784.

## Variable 467 added with crit = -107.88, MSE = 0.782.

## Variable 479 added with crit = -113.38, MSE = 0.776.

## Done.

## Starting the fast-forward, 0 variables, crit = 1073.27, MSE = 1.073.

## Variable 2 added with crit = 1052.08, MSE = 1.05.

## Variable 3 added with crit = 1049.87, MSE = 1.046.

## Variable 4 added with crit = 1032.9, MSE = 1.027.

## Variable 6 added with crit = 1024.37, MSE = 1.016.

## Variable 7 added with crit = 1024.19, MSE = 1.014.

## Variable 10 added with crit = 1022.92, MSE = 1.011.

## Variable 23 added with crit = 1022.29, MSE = 1.008.

## Variable 25 added with crit = 1020.64, MSE = 1.005.

## Variable 31 added with crit = 1019.62, MSE = 1.002.

## Variable 41 added with crit = 1018.41, MSE = 0.998.

## Variable 46 added with crit = 1018, MSE = 0.996.

## Variable 48 added with crit = 1017.33, MSE = 0.993.

## Variable 56 added with crit = 1014.22, MSE = 0.988.

## Variable 61 added with crit = 1014.14, MSE = 0.986.

## Variable 77 added with crit = 1013.69, MSE = 0.984.

## Variable 78 added with crit = 1013.41, MSE = 0.981.

## Variable 99 added with crit = 1009.11, MSE = 0.975.

## Variable 105 added with crit = 1008.72, MSE = 0.973.

## Variable 129 added with crit = 1005.99, MSE = 0.968.

## Variable 131 added with crit = 1005.86, MSE = 0.966.

## Variable 132 added with crit = 1005.27, MSE = 0.963.

## Variable 150 added with crit = 1001.81, MSE = 0.958.

## Variable 151 added with crit = 1001.11, MSE = 0.955.

## Variable 155 added with crit = 999, MSE = 0.951.

## Variable 158 added with crit = 997.7, MSE = 0.948.

## Variable 159 added with crit = 996.27, MSE = 0.944.

## Variable 168 added with crit = 994.26, MSE = 0.94.

## Variable 173 added with crit = 993.85, MSE = 0.938.

## Variable 183 added with crit = 993.06, MSE = 0.935.

## Variable 191 added with crit = 989.92, MSE = 0.93.

## Variable 202 added with crit = 989.28, MSE = 0.927.

## Variable 204 added with crit = 988.43, MSE = 0.924.

## Variable 206 added with crit = 988.27, MSE = 0.922.

## Variable 211 added with crit = 987.53, MSE = 0.92.

## Variable 219 added with crit = 986.26, MSE = 0.916.

## Variable 222 added with crit = 986.14, MSE = 0.914.

## Variable 230 added with crit = 983.32, MSE = 0.909.

## Variable 237 added with crit = 979.68, MSE = 0.904.

## Variable 239 added with crit = 978.65, MSE = 0.901.

## Variable 243 added with crit = 977.95, MSE = 0.898.

## Variable 247 added with crit = 977.51, MSE = 0.896.

## Variable 256 added with crit = 977.42, MSE = 0.893.

## Variable 266 added with crit = 975.19, MSE = 0.889.

## Variable 267 added with crit = 973.93, MSE = 0.886.

## Variable 274 added with crit = 973.38, MSE = 0.883.

## Variable 277 added with crit = 973.22, MSE = 0.881.

## Variable 279 added with crit = 972.82, MSE = 0.879.

## Variable 281 added with crit = 972.43, MSE = 0.876.

## Variable 286 added with crit = 970.5, MSE = 0.872.

## Variable 289 added with crit = 970.12, MSE = 0.87.

## Variable 299 added with crit = 968.48, MSE = 0.866.

## Variable 303 added with crit = 967.93, MSE = 0.864.

## Variable 307 added with crit = 966.9, MSE = 0.861.

## Variable 308 added with crit = 965.52, MSE = 0.858.

## Variable 309 added with crit = 961.99, MSE = 0.852.

## Variable 324 added with crit = 960.09, MSE = 0.848.

## Variable 344 added with crit = 959.56, MSE = 0.846.

## Variable 346 added with crit = 959.31, MSE = 0.843.

## Variable 347 added with crit = 958.55, MSE = 0.841.

## Variable 355 added with crit = 958.26, MSE = 0.838.

## Variable 356 added with crit = 957.04, MSE = 0.835.

## Variable 373 added with crit = 956.58, MSE = 0.833.

## Variable 375 added with crit = 956.24, MSE = 0.83.

## Variable 379 added with crit = 954.5, MSE = 0.826.

## Variable 381 added with crit = 954.18, MSE = 0.824.

## Variable 398 added with crit = 952.33, MSE = 0.82.

## Variable 399 added with crit = 950.37, MSE = 0.816.

## Variable 419 added with crit = 950.34, MSE = 0.814.

## Variable 420 added with crit = 946.35, MSE = 0.808.

## Variable 422 added with crit = 944, MSE = 0.804.

## Done.

## Starting the fast-forward, 0 variables, crit = 70.71, MSE = 1.073.

## Variable 2 added with crit = 50.87, MSE = 1.05.

## Variable 3 added with crit = 48.85, MSE = 1.046.

## Variable 4 added with crit = 32.55, MSE = 1.027.

## Variable 6 added with crit = 24.24, MSE = 1.016.

## Variable 7 added with crit = 24.09, MSE = 1.014.

## Variable 10 added with crit = 22.86, MSE = 1.011.

## Variable 23 added with crit = 22.26, MSE = 1.008.

## Variable 25 added with crit = 20.63, MSE = 1.005.

## Variable 31 added with crit = 19.62, MSE = 1.002.

## Variable 41 added with crit = 18.41, MSE = 0.998.

## Variable 46 added with crit = 18, MSE = 0.996.

## Variable 48 added with crit = 17.31, MSE = 0.993.

## Variable 56 added with crit = 14.15, MSE = 0.988.

## Variable 61 added with crit = 14.05, MSE = 0.986.

## Variable 77 added with crit = 13.56, MSE = 0.984.

## Variable 78 added with crit = 13.23, MSE = 0.981.

## Variable 99 added with crit = 8.8, MSE = 0.975.

## Variable 105 added with crit = 8.34, MSE = 0.973.

## Variable 129 added with crit = 5.46, MSE = 0.968.

## Variable 131 added with crit = 5.26, MSE = 0.966.

## Variable 132 added with crit = 4.58, MSE = 0.963.

## Variable 138 added with crit = 4.57, MSE = 0.961.

## Variable 150 added with crit = 0.98, MSE = 0.956.

## Variable 151 added with crit = 0.3, MSE = 0.953.

## Variable 155 added with crit = -2.06, MSE = 0.949.

## Variable 157 added with crit = -2.21, MSE = 0.947.

## Variable 158 added with crit = -3.56, MSE = 0.944.

## Variable 159 added with crit = -4.8, MSE = 0.941.

## Variable 168 added with crit = -7.18, MSE = 0.937.

## Variable 173 added with crit = -7.92, MSE = 0.934.

## Variable 183 added with crit = -9.06, MSE = 0.931.

## Variable 191 added with crit = -12.38, MSE = 0.926.

## Variable 202 added with crit = -13.23, MSE = 0.924.

## Variable 204 added with crit = -14.31, MSE = 0.921.

## Variable 206 added with crit = -14.48, MSE = 0.919.

## Variable 211 added with crit = -15.19, MSE = 0.917.

## Variable 219 added with crit = -16.62, MSE = 0.913.

## Variable 222 added with crit = -17.13, MSE = 0.911.

## Variable 230 added with crit = -20.55, MSE = 0.906.

## Variable 234 added with crit = -20.55, MSE = 0.904.

## Variable 237 added with crit = -24.62, MSE = 0.899.

## Variable 239 added with crit = -25.82, MSE = 0.896.

## Variable 243 added with crit = -26.49, MSE = 0.894.

## Variable 247 added with crit = -27.34, MSE = 0.891.

## Variable 256 added with crit = -27.6, MSE = 0.889.

## Variable 261 added with crit = -27.92, MSE = 0.887.

## Variable 266 added with crit = -30.39, MSE = 0.883.

## Variable 267 added with crit = -32.75, MSE = 0.879.

## Variable 274 added with crit = -33.93, MSE = 0.876.

## Variable 277 added with crit = -34.5, MSE = 0.874.

## Variable 279 added with crit = -35.63, MSE = 0.871.

## Variable 281 added with crit = -36.1, MSE = 0.869.

## Variable 286 added with crit = -38.94, MSE = 0.865.

## Variable 289 added with crit = -40.03, MSE = 0.862.

## Variable 299 added with crit = -41.91, MSE = 0.859.

## Variable 303 added with crit = -42.99, MSE = 0.856.

## Variable 307 added with crit = -44.57, MSE = 0.853.

## Variable 308 added with crit = -46.55, MSE = 0.85.

## Variable 309 added with crit = -51.06, MSE = 0.844.

## Variable 324 added with crit = -53.55, MSE = 0.841.

## Variable 340 added with crit = -53.68, MSE = 0.839.

## Variable 344 added with crit = -54.39, MSE = 0.837.

## Variable 346 added with crit = -55.29, MSE = 0.834.

## Variable 347 added with crit = -56.99, MSE = 0.831.

## Variable 355 added with crit = -57.85, MSE = 0.829.

## Variable 356 added with crit = -59.96, MSE = 0.825.

## Variable 373 added with crit = -61.23, MSE = 0.823.

## Variable 375 added with crit = -61.41, MSE = 0.821.

## Variable 379 added with crit = -63.98, MSE = 0.817.

## Variable 381 added with crit = -65.38, MSE = 0.814.

## Done.

## Starting the fast-forward, 0 variables, crit = 991.96, MSE = 0.992.

## Variable 2 added with crit = 984.04, MSE = 0.982.

## Variable 3 added with crit = 983.58, MSE = 0.98.

## Variable 4 added with crit = 977.6, MSE = 0.972.

## Variable 5 added with crit = 974.07, MSE = 0.966.

## Variable 12 added with crit = 972.91, MSE = 0.963.

## Variable 17 added with crit = 972.77, MSE = 0.961.

## Variable 22 added with crit = 970.52, MSE = 0.957.

## Variable 31 added with crit = 970.51, MSE = 0.955.

## Variable 40 added with crit = 970.32, MSE = 0.952.

## Variable 62 added with crit = 969.38, MSE = 0.949.

## Variable 81 added with crit = 969.25, MSE = 0.947.

## Variable 86 added with crit = 969.02, MSE = 0.945.

## Variable 93 added with crit = 967.91, MSE = 0.942.

## Variable 94 added with crit = 967.77, MSE = 0.94.

## Variable 96 added with crit = 965.04, MSE = 0.935.

## Variable 98 added with crit = 962.78, MSE = 0.931.

## Variable 100 added with crit = 961.16, MSE = 0.927.

## Variable 102 added with crit = 960.03, MSE = 0.924.

## Variable 109 added with crit = 958.22, MSE = 0.92.

## Variable 114 added with crit = 955.93, MSE = 0.916.

## Variable 116 added with crit = 954.88, MSE = 0.913.

## Variable 119 added with crit = 952.87, MSE = 0.909.

## Variable 121 added with crit = 952.62, MSE = 0.907.

## Variable 123 added with crit = 951.51, MSE = 0.904.

## Variable 125 added with crit = 951.46, MSE = 0.901.

## Variable 126 added with crit = 950.44, MSE = 0.898.

## Variable 127 added with crit = 949.95, MSE = 0.896.

## Variable 129 added with crit = 949.26, MSE = 0.893.

## Variable 130 added with crit = 947.67, MSE = 0.89.

## Variable 137 added with crit = 945.87, MSE = 0.886.

## Variable 138 added with crit = 945.27, MSE = 0.883.

## Variable 143 added with crit = 943.99, MSE = 0.88.

## Variable 146 added with crit = 943.67, MSE = 0.878.

## Variable 148 added with crit = 943.07, MSE = 0.875.

## Variable 158 added with crit = 942.24, MSE = 0.872.

## Variable 166 added with crit = 938.5, MSE = 0.867.

## Variable 173 added with crit = 936.85, MSE = 0.863.

## Variable 177 added with crit = 935.23, MSE = 0.859.

## Variable 178 added with crit = 934.65, MSE = 0.857.

## Variable 179 added with crit = 931, MSE = 0.851.

## Variable 181 added with crit = 929.94, MSE = 0.848.

## Variable 188 added with crit = 928.53, MSE = 0.845.

## Variable 199 added with crit = 927.46, MSE = 0.841.

## Variable 201 added with crit = 927.23, MSE = 0.839.

## Variable 208 added with crit = 926.89, MSE = 0.837.

## Variable 223 added with crit = 926.15, MSE = 0.834.

## Variable 228 added with crit = 925.42, MSE = 0.831.

## Variable 231 added with crit = 922.23, MSE = 0.826.

## Variable 235 added with crit = 919.54, MSE = 0.822.

## Variable 236 added with crit = 918.93, MSE = 0.819.

## Variable 248 added with crit = 918.17, MSE = 0.816.

## Variable 274 added with crit = 917.14, MSE = 0.813.

## Variable 282 added with crit = 916.97, MSE = 0.811.

## Variable 283 added with crit = 914.61, MSE = 0.807.

## Variable 295 added with crit = 913.96, MSE = 0.804.

## Variable 298 added with crit = 912.99, MSE = 0.801.

## Variable 331 added with crit = 912.74, MSE = 0.799.

## Variable 335 added with crit = 912.46, MSE = 0.796.

## Variable 348 added with crit = 912.35, MSE = 0.794.

## Variable 361 added with crit = 910.41, MSE = 0.79.

## Variable 394 added with crit = 909.14, MSE = 0.787.

## Variable 398 added with crit = 909.07, MSE = 0.785.

## Variable 402 added with crit = 907.94, MSE = 0.782.

## Variable 419 added with crit = 906.67, MSE = 0.779.

## Variable 429 added with crit = 905.92, MSE = 0.776.

## Variable 434 added with crit = 905.75, MSE = 0.774.

## Variable 444 added with crit = 905.47, MSE = 0.771.

## Variable 454 added with crit = 905.32, MSE = 0.769.

## Variable 475 added with crit = 903.04, MSE = 0.765.

## Variable 493 added with crit = 902.62, MSE = 0.763.

## Done.

## Starting the fast-forward, 0 variables, crit = -8.07, MSE = 0.992.

## Variable 2 added with crit = -16.13, MSE = 0.982.

## Variable 3 added with crit = -16.63, MSE = 0.98.

## Variable 4 added with crit = -22.81, MSE = 0.972.

## Variable 5 added with crit = -26.52, MSE = 0.966.

## Variable 6 added with crit = -26.53, MSE = 0.964.

## Variable 12 added with crit = -27.66, MSE = 0.961.

## Variable 17 added with crit = -27.72, MSE = 0.959.

## Variable 22 added with crit = -30.18, MSE = 0.955.

## Variable 31 added with crit = -30.31, MSE = 0.953.

## Variable 40 added with crit = -30.67, MSE = 0.951.

## Variable 62 added with crit = -31.7, MSE = 0.948.

## Variable 81 added with crit = -31.76, MSE = 0.946.

## Variable 86 added with crit = -32.03, MSE = 0.944.

## Variable 93 added with crit = -33.42, MSE = 0.94.

## Variable 94 added with crit = -33.68, MSE = 0.938.

## Variable 96 added with crit = -36.84, MSE = 0.933.

## Variable 98 added with crit = -39.18, MSE = 0.929.

## Variable 100 added with crit = -40.96, MSE = 0.926.

## Variable 102 added with crit = -42.52, MSE = 0.923.

## Variable 109 added with crit = -44.58, MSE = 0.919.

## Variable 114 added with crit = -46.97, MSE = 0.915.

## Variable 116 added with crit = -48.23, MSE = 0.912.

## Variable 119 added with crit = -50.73, MSE = 0.908.

## Variable 121 added with crit = -51.04, MSE = 0.906.

## Variable 123 added with crit = -52.18, MSE = 0.903.

## Variable 124 added with crit = -52.33, MSE = 0.901.

## Variable 126 added with crit = -53.52, MSE = 0.898.

## Variable 127 added with crit = -54.54, MSE = 0.895.

## Variable 129 added with crit = -55.81, MSE = 0.892.

## Variable 130 added with crit = -57.99, MSE = 0.889.

## Variable 137 added with crit = -60.08, MSE = 0.885.

## Variable 138 added with crit = -60.82, MSE = 0.883.

## Variable 143 added with crit = -62.49, MSE = 0.879.

## Variable 146 added with crit = -63.24, MSE = 0.877.

## Variable 148 added with crit = -64.57, MSE = 0.874.

## Variable 158 added with crit = -66.3, MSE = 0.871.

## Variable 164 added with crit = -66.38, MSE = 0.869.

## Variable 166 added with crit = -70.77, MSE = 0.863.

## Variable 173 added with crit = -73.35, MSE = 0.86.

## Variable 175 added with crit = -73.62, MSE = 0.858.

## Variable 177 added with crit = -75.56, MSE = 0.854.

## Variable 178 added with crit = -76.47, MSE = 0.852.

## Variable 179 added with crit = -80.92, MSE = 0.846.

## Variable 181 added with crit = -82.22, MSE = 0.843.

## Variable 188 added with crit = -84.19, MSE = 0.84.

## Variable 197 added with crit = -84.4, MSE = 0.838.

## Variable 199 added with crit = -85.92, MSE = 0.835.

## Variable 201 added with crit = -86.94, MSE = 0.833.

## Variable 208 added with crit = -88.17, MSE = 0.83.

## Variable 223 added with crit = -89.37, MSE = 0.827.

## Variable 228 added with crit = -90.85, MSE = 0.825.

## Variable 231 added with crit = -94.58, MSE = 0.82.

## Variable 235 added with crit = -98.65, MSE = 0.815.

## Variable 236 added with crit = -100.2, MSE = 0.812.

## Variable 242 added with crit = -100.42, MSE = 0.81.

## Variable 248 added with crit = -101.88, MSE = 0.807.

## Variable 274 added with crit = -102.69, MSE = 0.805.

## Variable 275 added with crit = -102.81, MSE = 0.803.

## Variable 282 added with crit = -103.05, MSE = 0.802.

## Variable 283 added with crit = -105.81, MSE = 0.798.

## Variable 289 added with crit = -105.99, MSE = 0.796.

## Variable 295 added with crit = -107.15, MSE = 0.794.

## Variable 298 added with crit = -108.92, MSE = 0.791.

## Variable 325 added with crit = -109.05, MSE = 0.789.

## Variable 331 added with crit = -110, MSE = 0.787.

## Variable 335 added with crit = -110.54, MSE = 0.785.

## Variable 348 added with crit = -111.11, MSE = 0.783.

## Variable 357 added with crit = -111.36, MSE = 0.781.

## Variable 361 added with crit = -113.9, MSE = 0.777.

## Variable 375 added with crit = -114.46, MSE = 0.775.

## Done.

## Starting the fast-forward, 0 variables, crit = 1110.02, MSE = 1.11.

## Variable 2 added with crit = 1098.91, MSE = 1.097.

## Variable 3 added with crit = 1086.31, MSE = 1.082.

## Variable 4 added with crit = 1084.76, MSE = 1.079.

## Variable 5 added with crit = 1077.93, MSE = 1.07.

## Variable 6 added with crit = 1063.1, MSE = 1.053.

## Variable 12 added with crit = 1062.99, MSE = 1.051.

## Variable 21 added with crit = 1062.46, MSE = 1.048.

## Variable 36 added with crit = 1060.67, MSE = 1.045.

## Variable 41 added with crit = 1057.5, MSE = 1.04.

## Variable 48 added with crit = 1057.07, MSE = 1.037.

## Variable 51 added with crit = 1053.54, MSE = 1.032.

## Variable 59 added with crit = 1053.21, MSE = 1.029.

## Variable 63 added with crit = 1053.2, MSE = 1.027.

## Variable 66 added with crit = 1052.84, MSE = 1.025.

## Variable 73 added with crit = 1052.62, MSE = 1.023.

## Variable 75 added with crit = 1051.03, MSE = 1.019.

## Variable 79 added with crit = 1047.16, MSE = 1.013.

## Variable 90 added with crit = 1046.13, MSE = 1.01.

## Variable 91 added with crit = 1045.11, MSE = 1.007.

## Variable 102 added with crit = 1043.42, MSE = 1.003.

## Variable 106 added with crit = 1043.05, MSE = 1.001.

## Variable 117 added with crit = 1042.77, MSE = 0.999.

## Variable 130 added with crit = 1040.63, MSE = 0.995.

## Variable 131 added with crit = 1038.77, MSE = 0.991.

## Variable 146 added with crit = 1035.54, MSE = 0.986.

## Variable 162 added with crit = 1034.41, MSE = 0.982.

## Variable 169 added with crit = 1029.51, MSE = 0.976.

## Variable 171 added with crit = 1027.32, MSE = 0.971.

## Variable 180 added with crit = 1027.16, MSE = 0.969.

## Variable 182 added with crit = 1026.86, MSE = 0.967.

## Variable 185 added with crit = 1023.87, MSE = 0.962.

## Variable 189 added with crit = 1022.09, MSE = 0.958.

## Variable 200 added with crit = 1021.07, MSE = 0.955.

## Variable 211 added with crit = 1010.81, MSE = 0.943.

## Variable 219 added with crit = 1009.77, MSE = 0.94.

## Variable 255 added with crit = 1008.63, MSE = 0.937.

## Variable 263 added with crit = 1006.96, MSE = 0.933.

## Variable 265 added with crit = 1006.06, MSE = 0.93.

## Variable 271 added with crit = 1003.91, MSE = 0.926.

## Variable 277 added with crit = 1003.23, MSE = 0.923.

## Variable 280 added with crit = 1002.58, MSE = 0.921.

## Variable 308 added with crit = 1001.38, MSE = 0.917.

## Variable 311 added with crit = 1000.3, MSE = 0.914.

## Variable 315 added with crit = 998.45, MSE = 0.91.

## Variable 317 added with crit = 997.89, MSE = 0.908.

## Variable 339 added with crit = 993.31, MSE = 0.901.

## Variable 343 added with crit = 992.78, MSE = 0.899.

## Variable 344 added with crit = 992.58, MSE = 0.897.

## Variable 349 added with crit = 991.6, MSE = 0.894.

## Variable 353 added with crit = 991.55, MSE = 0.892.

## Variable 356 added with crit = 989.03, MSE = 0.887.

## Variable 360 added with crit = 988.09, MSE = 0.884.

## Variable 365 added with crit = 987.2, MSE = 0.881.

## Variable 374 added with crit = 986.14, MSE = 0.878.

## Variable 377 added with crit = 985.97, MSE = 0.876.

## Variable 378 added with crit = 985.03, MSE = 0.873.

## Variable 379 added with crit = 978.96, MSE = 0.865.

## Variable 383 added with crit = 976.28, MSE = 0.86.

## Variable 396 added with crit = 975.59, MSE = 0.858.

## Variable 399 added with crit = 975.15, MSE = 0.855.

## Variable 408 added with crit = 975.05, MSE = 0.853.

## Variable 422 added with crit = 974.96, MSE = 0.851.

## Variable 434 added with crit = 974.15, MSE = 0.848.

## Variable 443 added with crit = 972.99, MSE = 0.845.

## Variable 451 added with crit = 971.44, MSE = 0.841.

## Variable 465 added with crit = 970.34, MSE = 0.838.

## Variable 468 added with crit = 968.76, MSE = 0.835.

## Variable 469 added with crit = 964.72, MSE = 0.829.

## Variable 470 added with crit = 962.91, MSE = 0.825.

## Variable 473 added with crit = 962.88, MSE = 0.823.

## Done.

## Starting the fast-forward, 0 variables, crit = 104.38, MSE = 1.11.

## Variable 2 added with crit = 94.5, MSE = 1.097.

## Variable 3 added with crit = 83.1, MSE = 1.082.

## Variable 4 added with crit = 81.81, MSE = 1.079.

## Variable 5 added with crit = 75.59, MSE = 1.07.

## Variable 6 added with crit = 61.74, MSE = 1.053.

## Variable 12 added with crit = 61.74, MSE = 1.051.

## Variable 21 added with crit = 61.32, MSE = 1.048.

## Variable 36 added with crit = 59.7, MSE = 1.045.

## Variable 41 added with crit = 56.74, MSE = 1.04.

## Variable 48 added with crit = 56.4, MSE = 1.037.

## Variable 51 added with crit = 53.05, MSE = 1.032.

## Variable 59 added with crit = 52.79, MSE = 1.029.

## Variable 66 added with crit = 52.35, MSE = 1.027.

## Variable 73 added with crit = 52.06, MSE = 1.024.

## Variable 75 added with crit = 50.33, MSE = 1.021.

## Variable 79 added with crit = 46.4, MSE = 1.015.

## Variable 90 added with crit = 45.18, MSE = 1.011.

## Variable 91 added with crit = 44.13, MSE = 1.008.

## Variable 102 added with crit = 42.72, MSE = 1.005.

## Variable 106 added with crit = 42.32, MSE = 1.002.

## Variable 117 added with crit = 41.96, MSE = 1.

## Variable 124 added with crit = 41.84, MSE = 0.998.

## Variable 130 added with crit = 39.65, MSE = 0.994.

## Variable 131 added with crit = 37.68, MSE = 0.99.

## Variable 146 added with crit = 34.66, MSE = 0.985.

## Variable 162 added with crit = 33.55, MSE = 0.982.

## Variable 169 added with crit = 28.36, MSE = 0.975.

## Variable 171 added with crit = 25.92, MSE = 0.97.

## Variable 180 added with crit = 25.72, MSE = 0.968.

## Variable 182 added with crit = 24.81, MSE = 0.965.

## Variable 185 added with crit = 21.58, MSE = 0.96.

## Variable 189 added with crit = 19.45, MSE = 0.956.

## Variable 200 added with crit = 18.12, MSE = 0.953.

## Variable 211 added with crit = 7.05, MSE = 0.941.

## Variable 219 added with crit = 5.96, MSE = 0.938.

## Variable 227 added with crit = 5.88, MSE = 0.936.

## Variable 255 added with crit = 4.07, MSE = 0.932.

## Variable 259 added with crit = 4.01, MSE = 0.931.

## Variable 262 added with crit = 3.8, MSE = 0.928.

## Variable 263 added with crit = 2.28, MSE = 0.925.

## Variable 264 added with crit = 2.03, MSE = 0.923.

## Variable 265 added with crit = 1.27, MSE = 0.921.

## Variable 270 added with crit = 0.88, MSE = 0.918.

## Variable 271 added with crit = -1.58, MSE = 0.914.

## Variable 277 added with crit = -2.09, MSE = 0.912.

## Variable 280 added with crit = -2.85, MSE = 0.91.

## Variable 289 added with crit = -2.86, MSE = 0.908.

## Variable 308 added with crit = -4.39, MSE = 0.904.

## Variable 311 added with crit = -5.38, MSE = 0.902.

## Variable 315 added with crit = -7.62, MSE = 0.898.

## Variable 317 added with crit = -7.82, MSE = 0.896.

## Variable 339 added with crit = -12.15, MSE = 0.89.

## Variable 343 added with crit = -13.62, MSE = 0.887.

## Variable 344 added with crit = -14.29, MSE = 0.885.

## Variable 349 added with crit = -15.43, MSE = 0.882.

## Variable 353 added with crit = -15.78, MSE = 0.88.

## Variable 356 added with crit = -18.42, MSE = 0.876.

## Variable 360 added with crit = -20.03, MSE = 0.873.

## Variable 365 added with crit = -20.73, MSE = 0.87.

## Variable 374 added with crit = -21.81, MSE = 0.868.

## Variable 377 added with crit = -22.07, MSE = 0.866.

## Variable 378 added with crit = -23.64, MSE = 0.863.

## Variable 379 added with crit = -29.66, MSE = 0.856.

## Variable 383 added with crit = -31.97, MSE = 0.852.

## Variable 391 added with crit = -32.05, MSE = 0.85.

## Variable 394 added with crit = -32.08, MSE = 0.849.

## Variable 395 added with crit = -32.11, MSE = 0.847.

## Variable 396 added with crit = -33.67, MSE = 0.844.

## Variable 399 added with crit = -35.11, MSE = 0.841.

## Variable 408 added with crit = -35.73, MSE = 0.839.

## Done.

## Starting the fast-forward, 0 variables, crit = 1023.85, MSE = 1.024.

## Variable 2 added with crit = 1014.87, MSE = 1.013.

## Variable 3 added with crit = 1012.82, MSE = 1.009.

## Variable 4 added with crit = 1001.89, MSE = 0.996.

## Variable 5 added with crit = 991.05, MSE = 0.983.

## Variable 6 added with crit = 978.06, MSE = 0.968.

## Variable 8 added with crit = 977.36, MSE = 0.965.

## Variable 15 added with crit = 972.23, MSE = 0.958.

## Variable 27 added with crit = 970.86, MSE = 0.955.

## Variable 29 added with crit = 965.54, MSE = 0.948.

## Variable 39 added with crit = 964.21, MSE = 0.944.

## Variable 44 added with crit = 963.68, MSE = 0.942.

## Variable 58 added with crit = 961.74, MSE = 0.938.

## Variable 62 added with crit = 961.57, MSE = 0.936.

## Variable 67 added with crit = 961.17, MSE = 0.933.

## Variable 72 added with crit = 960.03, MSE = 0.93.

## Variable 85 added with crit = 959.51, MSE = 0.928.

## Variable 89 added with crit = 957.36, MSE = 0.923.

## Variable 93 added with crit = 954.89, MSE = 0.919.

## Variable 99 added with crit = 953.93, MSE = 0.916.

## Variable 102 added with crit = 953.58, MSE = 0.914.

## Variable 112 added with crit = 952.93, MSE = 0.911.

## Variable 115 added with crit = 952.16, MSE = 0.908.

## Variable 116 added with crit = 951.23, MSE = 0.905.

## Variable 132 added with crit = 949.47, MSE = 0.901.

## Variable 135 added with crit = 948.9, MSE = 0.899.

## Variable 144 added with crit = 948.3, MSE = 0.896.

## Variable 146 added with crit = 947.93, MSE = 0.894.

## Variable 166 added with crit = 947.16, MSE = 0.891.

## Variable 167 added with crit = 946.26, MSE = 0.888.

## Variable 172 added with crit = 944, MSE = 0.884.

## Variable 211 added with crit = 943.4, MSE = 0.881.

## Variable 235 added with crit = 943.22, MSE = 0.879.

## Variable 244 added with crit = 940.83, MSE = 0.875.

## Variable 256 added with crit = 939.68, MSE = 0.872.

## Variable 268 added with crit = 935.35, MSE = 0.865.

## Variable 271 added with crit = 933.96, MSE = 0.862.

## Variable 273 added with crit = 933.87, MSE = 0.86.

## Variable 282 added with crit = 933.26, MSE = 0.857.

## Variable 303 added with crit = 932.9, MSE = 0.855.

## Variable 315 added with crit = 928.84, MSE = 0.849.

## Variable 323 added with crit = 924.96, MSE = 0.843.

## Variable 328 added with crit = 924.2, MSE = 0.84.

## Variable 334 added with crit = 922.2, MSE = 0.836.

## Variable 336 added with crit = 920.92, MSE = 0.833.

## Variable 337 added with crit = 920.34, MSE = 0.83.

## Variable 340 added with crit = 918.34, MSE = 0.826.

## Variable 346 added with crit = 917.36, MSE = 0.823.

## Variable 349 added with crit = 916.57, MSE = 0.821.

## Variable 351 added with crit = 916.48, MSE = 0.818.

## Variable 367 added with crit = 915.66, MSE = 0.816.

## Variable 376 added with crit = 915.62, MSE = 0.814.

## Variable 377 added with crit = 913.69, MSE = 0.81.

## Variable 387 added with crit = 913.26, MSE = 0.807.

## Variable 392 added with crit = 912.52, MSE = 0.805.

## Variable 404 added with crit = 912.08, MSE = 0.802.

## Variable 410 added with crit = 911.7, MSE = 0.8.

## Variable 414 added with crit = 906.78, MSE = 0.793.

## Variable 418 added with crit = 906.27, MSE = 0.79.

## Variable 420 added with crit = 905.11, MSE = 0.787.

## Variable 423 added with crit = 904.46, MSE = 0.784.

## Variable 428 added with crit = 903.35, MSE = 0.781.

## Variable 431 added with crit = 902.43, MSE = 0.778.

## Variable 438 added with crit = 901.72, MSE = 0.776.

## Variable 441 added with crit = 901.62, MSE = 0.774.

## Variable 444 added with crit = 899.22, MSE = 0.769.

## Variable 476 added with crit = 899.02, MSE = 0.767.

## Variable 482 added with crit = 895.12, MSE = 0.761.

## Variable 483 added with crit = 894.77, MSE = 0.759.

## Variable 486 added with crit = 894.22, MSE = 0.756.

## Variable 496 added with crit = 893.7, MSE = 0.754.

## Done.

## Starting the fast-forward, 0 variables, crit = 23.57, MSE = 1.024.

## Variable 2 added with crit = 14.79, MSE = 1.013.

## Variable 3 added with crit = 12.78, MSE = 1.009.

## Variable 4 added with crit = 1.88, MSE = 0.996.

## Variable 5 added with crit = -9.09, MSE = 0.983.

## Variable 6 added with crit = -22.47, MSE = 0.968.

## Variable 8 added with crit = -23.26, MSE = 0.965.

## Variable 15 added with crit = -28.67, MSE = 0.958.

## Variable 27 added with crit = -30.19, MSE = 0.955.

## Variable 29 added with crit = -35.89, MSE = 0.948.

## Variable 39 added with crit = -37.41, MSE = 0.944.

## Variable 44 added with crit = -38.09, MSE = 0.942.

## Variable 58 added with crit = -40.29, MSE = 0.938.

## Variable 62 added with crit = -40.6, MSE = 0.936.

## Variable 67 added with crit = -41.17, MSE = 0.933.

## Variable 72 added with crit = -42.54, MSE = 0.93.

## Variable 73 added with crit = -42.6, MSE = 0.928.

## Variable 85 added with crit = -43.38, MSE = 0.926.

## Variable 89 added with crit = -45.77, MSE = 0.921.

## Variable 93 added with crit = -48.68, MSE = 0.917.

## Variable 99 added with crit = -49.96, MSE = 0.914.

## Variable 102 added with crit = -50.37, MSE = 0.912.

## Variable 112 added with crit = -51.33, MSE = 0.909.

## Variable 115 added with crit = -52.37, MSE = 0.906.

## Variable 116 added with crit = -53.39, MSE = 0.904.

## Variable 132 added with crit = -55.62, MSE = 0.9.

## Variable 135 added with crit = -56.31, MSE = 0.897.

## Variable 144 added with crit = -57.18, MSE = 0.895.

## Variable 146 added with crit = -57.74, MSE = 0.892.

## Variable 166 added with crit = -58.79, MSE = 0.89.

## Variable 167 added with crit = -60.15, MSE = 0.887.

## Variable 172 added with crit = -63.16, MSE = 0.882.

## Variable 188 added with crit = -63.18, MSE = 0.881.

## Variable 202 added with crit = -63.43, MSE = 0.879.

## Variable 211 added with crit = -64.18, MSE = 0.876.

## Variable 235 added with crit = -64.36, MSE = 0.874.

## Variable 241 added with crit = -64.56, MSE = 0.872.

## Variable 244 added with crit = -67.73, MSE = 0.868.

## Variable 256 added with crit = -69.35, MSE = 0.865.

## Variable 268 added with crit = -73.94, MSE = 0.859.

## Variable 271 added with crit = -75.78, MSE = 0.856.

## Variable 273 added with crit = -75.83, MSE = 0.854.

## Variable 282 added with crit = -76.91, MSE = 0.851.

## Variable 303 added with crit = -77.34, MSE = 0.849.

## Variable 315 added with crit = -82.54, MSE = 0.843.

## Variable 321 added with crit = -83.02, MSE = 0.841.

## Variable 323 added with crit = -88.7, MSE = 0.835.

## Variable 328 added with crit = -89.68, MSE = 0.832.

## Variable 334 added with crit = -91.98, MSE = 0.829.

## Variable 336 added with crit = -93.9, MSE = 0.825.

## Variable 337 added with crit = -94.78, MSE = 0.823.

## Variable 340 added with crit = -97.33, MSE = 0.819.

## Variable 342 added with crit = -97.36, MSE = 0.818.

## Variable 343 added with crit = -97.36, MSE = 0.816.

## Variable 346 added with crit = -98.81, MSE = 0.813.

## Variable 349 added with crit = -100.14, MSE = 0.81.

## Variable 351 added with crit = -100.38, MSE = 0.809.

## Variable 365 added with crit = -100.46, MSE = 0.807.

## Variable 367 added with crit = -102.53, MSE = 0.804.

## Variable 370 added with crit = -103.05, MSE = 0.802.

## Variable 374 added with crit = -103.06, MSE = 0.8.

## Variable 376 added with crit = -103.81, MSE = 0.798.

## Variable 377 added with crit = -106.22, MSE = 0.794.

## Variable 387 added with crit = -107.49, MSE = 0.792.

## Variable 391 added with crit = -107.62, MSE = 0.79.

## Variable 392 added with crit = -108.49, MSE = 0.788.

## Variable 393 added with crit = -109.19, MSE = 0.786.

## Variable 401 added with crit = -109.43, MSE = 0.784.

## Variable 404 added with crit = -110.69, MSE = 0.781.

## Variable 410 added with crit = -111.25, MSE = 0.779.

## Variable 414 added with crit = -118.75, MSE = 0.772.

## Done.

## Starting the fast-forward, 0 variables, crit = 1039.14, MSE = 1.039.

## Variable 2 added with crit = 1034.34, MSE = 1.032.

## Variable 3 added with crit = 1023.62, MSE = 1.02.

## Variable 4 added with crit = 1017.99, MSE = 1.012.

## Variable 5 added with crit = 1004.35, MSE = 0.996.

## Variable 6 added with crit = 993.45, MSE = 0.983.

## Variable 21 added with crit = 993.24, MSE = 0.981.

## Variable 27 added with crit = 991.57, MSE = 0.978.

## Variable 29 added with crit = 990.72, MSE = 0.975.

## Variable 33 added with crit = 989.65, MSE = 0.972.

## Variable 34 added with crit = 987.15, MSE = 0.967.

## Variable 36 added with crit = 986.05, MSE = 0.964.

## Variable 40 added with crit = 985.61, MSE = 0.962.

## Variable 44 added with crit = 985.15, MSE = 0.959.

## Variable 46 added with crit = 980.21, MSE = 0.952.

## Variable 49 added with crit = 975.32, MSE = 0.945.

## Variable 52 added with crit = 974.85, MSE = 0.943.

## Variable 57 added with crit = 973.71, MSE = 0.94.

## Variable 59 added with crit = 973.68, MSE = 0.938.

## Variable 73 added with crit = 973.22, MSE = 0.935.

## Variable 75 added with crit = 970.68, MSE = 0.931.

## Variable 81 added with crit = 970.47, MSE = 0.928.

## Variable 95 added with crit = 969.49, MSE = 0.925.

## Variable 106 added with crit = 969.43, MSE = 0.923.

## Variable 127 added with crit = 969.33, MSE = 0.921.

## Variable 130 added with crit = 968.46, MSE = 0.918.

## Variable 140 added with crit = 965.75, MSE = 0.914.

## Variable 147 added with crit = 961.76, MSE = 0.908.

## Variable 152 added with crit = 958.61, MSE = 0.903.

## Variable 172 added with crit = 955.9, MSE = 0.898.

## Variable 177 added with crit = 951.55, MSE = 0.892.

## Variable 180 added with crit = 950.86, MSE = 0.889.

## Variable 187 added with crit = 950.47, MSE = 0.886.

## Variable 188 added with crit = 946.04, MSE = 0.88.

## Variable 198 added with crit = 944.87, MSE = 0.877.

## Variable 203 added with crit = 943.32, MSE = 0.873.

## Variable 205 added with crit = 942.1, MSE = 0.87.

## Variable 208 added with crit = 940.1, MSE = 0.866.

## Variable 211 added with crit = 936.8, MSE = 0.861.

## Variable 218 added with crit = 936.65, MSE = 0.859.

## Variable 229 added with crit = 933.81, MSE = 0.854.

## Variable 230 added with crit = 931.2, MSE = 0.849.

## Variable 231 added with crit = 930.11, MSE = 0.846.

## Variable 254 added with crit = 927.76, MSE = 0.842.

## Variable 259 added with crit = 926.84, MSE = 0.839.

## Variable 264 added with crit = 925.85, MSE = 0.836.

## Variable 266 added with crit = 925.01, MSE = 0.833.

## Variable 271 added with crit = 920.39, MSE = 0.826.

## Variable 272 added with crit = 919.71, MSE = 0.824.

## Variable 279 added with crit = 918.01, MSE = 0.82.

## Variable 289 added with crit = 916.37, MSE = 0.816.

## Variable 295 added with crit = 915.47, MSE = 0.813.

## Variable 304 added with crit = 914.56, MSE = 0.811.

## Variable 327 added with crit = 913.8, MSE = 0.808.

## Variable 335 added with crit = 908.63, MSE = 0.801.

## Variable 345 added with crit = 906.86, MSE = 0.797.

## Variable 352 added with crit = 906.58, MSE = 0.795.

## Variable 364 added with crit = 906.17, MSE = 0.792.

## Variable 369 added with crit = 905.65, MSE = 0.79.

## Variable 370 added with crit = 899.35, MSE = 0.781.

## Variable 371 added with crit = 897.21, MSE = 0.777.

## Variable 382 added with crit = 895.47, MSE = 0.773.

## Variable 387 added with crit = 894.82, MSE = 0.771.

## Variable 389 added with crit = 894.46, MSE = 0.768.

## Variable 392 added with crit = 893.94, MSE = 0.766.

## Variable 408 added with crit = 893.38, MSE = 0.763.

## Variable 409 added with crit = 891.48, MSE = 0.759.

## Variable 440 added with crit = 890.09, MSE = 0.756.

## Variable 442 added with crit = 885.47, MSE = 0.749.

## Variable 446 added with crit = 885.05, MSE = 0.747.

## Variable 450 added with crit = 884.66, MSE = 0.745.

## Done.

## Starting the fast-forward, 0 variables, crit = 38.39, MSE = 1.039.

## Variable 2 added with crit = 33.83, MSE = 1.032.

## Variable 3 added with crit = 23.43, MSE = 1.02.

## Variable 4 added with crit = 17.92, MSE = 1.012.

## Variable 5 added with crit = 4.34, MSE = 0.996.

## Variable 6 added with crit = -6.69, MSE = 0.983.

## Variable 21 added with crit = -6.94, MSE = 0.981.

## Variable 27 added with crit = -8.69, MSE = 0.978.

## Variable 29 added with crit = -9.61, MSE = 0.975.

## Variable 33 added with crit = -10.75, MSE = 0.972.

## Variable 34 added with crit = -13.4, MSE = 0.967.

## Variable 36 added with crit = -14.61, MSE = 0.964.

## Variable 40 added with crit = -15.15, MSE = 0.962.

## Variable 44 added with crit = -15.71, MSE = 0.959.

## Variable 46 added with crit = -20.97, MSE = 0.952.

## Variable 49 added with crit = -26.23, MSE = 0.945.

## Variable 52 added with crit = -26.85, MSE = 0.943.

## Variable 57 added with crit = -28.19, MSE = 0.94.

## Variable 59 added with crit = -28.35, MSE = 0.938.

## Variable 73 added with crit = -28.98, MSE = 0.935.

## Variable 75 added with crit = -31.84, MSE = 0.931.

## Variable 81 added with crit = -32.21, MSE = 0.928.

## Variable 95 added with crit = -33.43, MSE = 0.925.

## Variable 106 added with crit = -33.66, MSE = 0.923.

## Variable 127 added with crit = -33.94, MSE = 0.921.

## Variable 130 added with crit = -35.05, MSE = 0.918.

## Variable 140 added with crit = -38.2, MSE = 0.914.

## Variable 147 added with crit = -42.78, MSE = 0.908.

## Variable 152 added with crit = -46.46, MSE = 0.903.

## Variable 172 added with crit = -49.7, MSE = 0.898.

## Variable 177 added with crit = -54.8, MSE = 0.892.

## Variable 179 added with crit = -54.95, MSE = 0.89.

## Variable 180 added with crit = -55.96, MSE = 0.887.

## Variable 187 added with crit = -57.06, MSE = 0.884.

## Variable 188 added with crit = -62.05, MSE = 0.878.

## Variable 198 added with crit = -63.61, MSE = 0.875.

## Variable 203 added with crit = -65.74, MSE = 0.871.

## Variable 205 added with crit = -67.12, MSE = 0.868.

## Variable 208 added with crit = -69.59, MSE = 0.865.

## Variable 211 added with crit = -73.9, MSE = 0.859.

## Variable 215 added with crit = -74.25, MSE = 0.857.

## Variable 218 added with crit = -74.85, MSE = 0.855.

## Variable 224 added with crit = -75.28, MSE = 0.853.

## Variable 225 added with crit = -75.36, MSE = 0.851.

## Variable 229 added with crit = -79.19, MSE = 0.846.

## Variable 230 added with crit = -81.61, MSE = 0.842.

## Variable 231 added with crit = -82.79, MSE = 0.84.

## Variable 235 added with crit = -82.91, MSE = 0.838.

## Variable 236 added with crit = -83.21, MSE = 0.836.

## Variable 254 added with crit = -85.59, MSE = 0.832.

## Variable 259 added with crit = -87.28, MSE = 0.829.

## Variable 264 added with crit = -88.77, MSE = 0.826.

## Variable 266 added with crit = -89.77, MSE = 0.824.

## Variable 271 added with crit = -96.29, MSE = 0.817.

## Variable 272 added with crit = -97.28, MSE = 0.814.

## Variable 279 added with crit = -99.89, MSE = 0.811.

## Variable 289 added with crit = -102.5, MSE = 0.807.

## Variable 295 added with crit = -103.94, MSE = 0.804.

## Variable 304 added with crit = -105.7, MSE = 0.801.

## Variable 308 added with crit = -105.89, MSE = 0.799.

## Variable 314 added with crit = -105.95, MSE = 0.798.

## Variable 317 added with crit = -106.75, MSE = 0.796.

## Variable 327 added with crit = -108.73, MSE = 0.792.

## Variable 335 added with crit = -115.77, MSE = 0.785.

## Variable 339 added with crit = -115.97, MSE = 0.784.

## Variable 345 added with crit = -118.72, MSE = 0.78.

## Variable 352 added with crit = -119.32, MSE = 0.778.

## Variable 356 added with crit = -120.34, MSE = 0.775.

## Variable 357 added with crit = -120.7, MSE = 0.774.

## Variable 364 added with crit = -122.39, MSE = 0.771.

## Variable 369 added with crit = -123.56, MSE = 0.768.

## Done.

## Starting the fast-forward, 0 variables, crit = 1060.61, MSE = 1.061.

## Variable 2 added with crit = 1047.11, MSE = 1.045.

## Variable 3 added with crit = 1042.51, MSE = 1.039.

## Variable 4 added with crit = 1035.05, MSE = 1.029.

## Variable 5 added with crit = 1020.83, MSE = 1.013.

## Variable 6 added with crit = 1009.85, MSE = 1.

## Variable 10 added with crit = 1007.77, MSE = 0.996.

## Variable 16 added with crit = 1005.87, MSE = 0.992.

## Variable 28 added with crit = 1004.2, MSE = 0.988.

## Variable 30 added with crit = 1000.93, MSE = 0.983.

## Variable 34 added with crit = 997.02, MSE = 0.977.

## Variable 58 added with crit = 996.13, MSE = 0.974.

## Variable 60 added with crit = 995.66, MSE = 0.972.

## Variable 64 added with crit = 994.9, MSE = 0.969.

## Variable 65 added with crit = 993.73, MSE = 0.966.

## Variable 72 added with crit = 993, MSE = 0.963.

## Variable 78 added with crit = 991.12, MSE = 0.959.

## Variable 82 added with crit = 990.94, MSE = 0.957.

## Variable 90 added with crit = 990.84, MSE = 0.955.

## Variable 104 added with crit = 988.84, MSE = 0.951.

## Variable 105 added with crit = 986.53, MSE = 0.947.

## Variable 107 added with crit = 986.21, MSE = 0.944.

## Variable 111 added with crit = 985.05, MSE = 0.941.

## Variable 113 added with crit = 984.83, MSE = 0.939.

## Variable 129 added with crit = 982.21, MSE = 0.934.

## Variable 130 added with crit = 982.06, MSE = 0.932.

## Variable 147 added with crit = 980.9, MSE = 0.929.

## Variable 152 added with crit = 979.49, MSE = 0.925.

## Variable 153 added with crit = 978.37, MSE = 0.922.

## Variable 156 added with crit = 976.18, MSE = 0.918.

## Variable 170 added with crit = 975.25, MSE = 0.915.

## Variable 185 added with crit = 974.8, MSE = 0.913.

## Variable 189 added with crit = 973.06, MSE = 0.909.

## Variable 191 added with crit = 970.06, MSE = 0.904.

## Variable 192 added with crit = 969.58, MSE = 0.902.

## Variable 193 added with crit = 969.21, MSE = 0.899.

## Variable 198 added with crit = 969.17, MSE = 0.897.

## Variable 199 added with crit = 965.82, MSE = 0.892.

## Variable 204 added with crit = 964.52, MSE = 0.889.

## Variable 214 added with crit = 962.66, MSE = 0.885.

## Variable 219 added with crit = 961.14, MSE = 0.881.

## Variable 226 added with crit = 961.08, MSE = 0.879.

## Variable 227 added with crit = 958.9, MSE = 0.875.

## Variable 232 added with crit = 955.63, MSE = 0.87.

## Variable 244 added with crit = 955.52, MSE = 0.868.

## Variable 245 added with crit = 949.42, MSE = 0.859.

## Variable 258 added with crit = 949.33, MSE = 0.857.

## Variable 263 added with crit = 949.27, MSE = 0.855.

## Variable 269 added with crit = 945.79, MSE = 0.85.

## Variable 273 added with crit = 945.12, MSE = 0.847.

## Variable 285 added with crit = 943.67, MSE = 0.844.

## Variable 286 added with crit = 942.29, MSE = 0.84.

## Variable 294 added with crit = 941.42, MSE = 0.837.

## Variable 303 added with crit = 940.53, MSE = 0.835.

## Variable 305 added with crit = 940.39, MSE = 0.832.

## Variable 312 added with crit = 940.35, MSE = 0.83.

## Variable 317 added with crit = 940.02, MSE = 0.828.

## Variable 331 added with crit = 937.68, MSE = 0.824.

## Variable 334 added with crit = 934.42, MSE = 0.818.

## Variable 343 added with crit = 934.38, MSE = 0.816.

## Variable 373 added with crit = 934.33, MSE = 0.814.

## Variable 380 added with crit = 932.91, MSE = 0.811.

## Variable 398 added with crit = 932.53, MSE = 0.809.

## Variable 409 added with crit = 928.84, MSE = 0.803.

## Variable 413 added with crit = 928.66, MSE = 0.801.

## Variable 414 added with crit = 922.84, MSE = 0.793.

## Variable 419 added with crit = 922.71, MSE = 0.791.

## Variable 420 added with crit = 921.71, MSE = 0.788.

## Variable 423 added with crit = 920.46, MSE = 0.784.

## Variable 425 added with crit = 919.55, MSE = 0.782.

## Variable 427 added with crit = 915.45, MSE = 0.775.

## Done.

## Starting the fast-forward, 0 variables, crit = 58.84, MSE = 1.061.

## Variable 2 added with crit = 46.12, MSE = 1.045.

## Variable 3 added with crit = 41.79, MSE = 1.039.

## Variable 4 added with crit = 34.64, MSE = 1.029.

## Variable 5 added with crit = 20.75, MSE = 1.013.

## Variable 6 added with crit = 9.85, MSE = 1.

## Variable 10 added with crit = 7.76, MSE = 0.996.

## Variable 16 added with crit = 5.84, MSE = 0.992.

## Variable 28 added with crit = 4.13, MSE = 0.988.

## Variable 30 added with crit = 0.78, MSE = 0.983.

## Variable 34 added with crit = -3.24, MSE = 0.977.

## Variable 58 added with crit = -4.21, MSE = 0.974.

## Variable 60 added with crit = -4.75, MSE = 0.972.

## Variable 64 added with crit = -5.6, MSE = 0.969.

## Variable 65 added with crit = -6.87, MSE = 0.966.

## Variable 72 added with crit = -7.7, MSE = 0.963.

## Variable 78 added with crit = -9.74, MSE = 0.959.

## Variable 82 added with crit = -10.01, MSE = 0.957.

## Variable 90 added with crit = -10.21, MSE = 0.955.

## Variable 104 added with crit = -12.41, MSE = 0.951.

## Variable 105 added with crit = -14.95, MSE = 0.947.

## Variable 107 added with crit = -15.41, MSE = 0.944.

## Variable 111 added with crit = -16.76, MSE = 0.941.

## Variable 113 added with crit = -17.12, MSE = 0.939.

## Variable 129 added with crit = -20.06, MSE = 0.934.

## Variable 130 added with crit = -20.36, MSE = 0.932.

## Variable 141 added with crit = -20.5, MSE = 0.93.

## Variable 147 added with crit = -21.93, MSE = 0.927.

## Variable 152 added with crit = -23.8, MSE = 0.923.

## Variable 153 added with crit = -25.23, MSE = 0.92.

## Variable 156 added with crit = -27.93, MSE = 0.916.

## Variable 170 added with crit = -29.01, MSE = 0.913.

## Variable 185 added with crit = -29.57, MSE = 0.911.

## Variable 189 added with crit = -31.5, MSE = 0.907.

## Variable 191 added with crit = -34.82, MSE = 0.902.

## Variable 192 added with crit = -35.41, MSE = 0.9.

## Variable 193 added with crit = -36.27, MSE = 0.897.

## Variable 198 added with crit = -36.73, MSE = 0.895.

## Variable 199 added with crit = -41.11, MSE = 0.889.

## Variable 204 added with crit = -43.01, MSE = 0.886.

## Variable 214 added with crit = -45.61, MSE = 0.882.

## Variable 215 added with crit = -45.78, MSE = 0.88.

## Variable 219 added with crit = -48.04, MSE = 0.876.

## Variable 226 added with crit = -48.05, MSE = 0.875.

## Variable 227 added with crit = -51.38, MSE = 0.87.

## Variable 232 added with crit = -55, MSE = 0.865.

## Variable 244 added with crit = -55.42, MSE = 0.863.

## Variable 245 added with crit = -62.83, MSE = 0.855.

## Variable 258 added with crit = -63.04, MSE = 0.853.

## Variable 260 added with crit = -63.2, MSE = 0.851.

## Variable 263 added with crit = -63.33, MSE = 0.849.

## Variable 269 added with crit = -68.14, MSE = 0.844.

## Variable 273 added with crit = -68.65, MSE = 0.841.

## Variable 285 added with crit = -70.76, MSE = 0.838.

## Variable 286 added with crit = -72.8, MSE = 0.835.

## Variable 294 added with crit = -73.97, MSE = 0.832.

## Variable 301 added with crit = -74.22, MSE = 0.83.

## Variable 303 added with crit = -75.43, MSE = 0.827.

## Variable 305 added with crit = -76.14, MSE = 0.825.

## Variable 310 added with crit = -76.16, MSE = 0.824.

## Variable 312 added with crit = -76.45, MSE = 0.822.

## Variable 317 added with crit = -77.57, MSE = 0.819.

## Variable 324 added with crit = -77.76, MSE = 0.817.

## Variable 327 added with crit = -78.11, MSE = 0.815.

## Variable 331 added with crit = -80.71, MSE = 0.812.

## Variable 334 added with crit = -85, MSE = 0.807.

## Variable 343 added with crit = -85.59, MSE = 0.804.

## Variable 373 added with crit = -86.2, MSE = 0.802.

## Variable 380 added with crit = -88.67, MSE = 0.799.

## Variable 384 added with crit = -88.86, MSE = 0.797.

## Variable 389 added with crit = -89.42, MSE = 0.795.

## Done.

## Starting the fast-forward, 0 variables, crit = 1031.84, MSE = 1.032.

## Variable 2 added with crit = 1018.73, MSE = 1.017.

## Variable 3 added with crit = 1010.59, MSE = 1.007.

## Variable 4 added with crit = 1009.69, MSE = 1.004.

## Variable 5 added with crit = 999.61, MSE = 0.992.

## Variable 22 added with crit = 993.86, MSE = 0.984.

## Variable 25 added with crit = 991.41, MSE = 0.979.

## Variable 29 added with crit = 991.38, MSE = 0.977.

## Variable 31 added with crit = 990.51, MSE = 0.975.

## Variable 35 added with crit = 989.13, MSE = 0.971.

## Variable 49 added with crit = 988.28, MSE = 0.968.

## Variable 58 added with crit = 981.55, MSE = 0.96.

## Variable 64 added with crit = 980.28, MSE = 0.956.

## Variable 72 added with crit = 980.06, MSE = 0.954.

## Variable 73 added with crit = 977.87, MSE = 0.95.

## Variable 78 added with crit = 977.06, MSE = 0.947.

## Variable 80 added with crit = 976.29, MSE = 0.944.

## Variable 81 added with crit = 975.03, MSE = 0.941.

## Variable 99 added with crit = 974.35, MSE = 0.938.

## Variable 102 added with crit = 973.93, MSE = 0.936.

## Variable 103 added with crit = 970.46, MSE = 0.93.

## Variable 114 added with crit = 969.06, MSE = 0.927.

## Variable 117 added with crit = 968.55, MSE = 0.925.

## Variable 119 added with crit = 967.29, MSE = 0.921.

## Variable 125 added with crit = 966.28, MSE = 0.918.

## Variable 128 added with crit = 962.78, MSE = 0.913.

## Variable 129 added with crit = 960.56, MSE = 0.909.

## Variable 132 added with crit = 960.28, MSE = 0.906.

## Variable 133 added with crit = 960.17, MSE = 0.904.

## Variable 138 added with crit = 957.71, MSE = 0.9.

## Variable 175 added with crit = 954.61, MSE = 0.895.

## Variable 176 added with crit = 952.9, MSE = 0.891.

## Variable 177 added with crit = 952.84, MSE = 0.889.

## Variable 196 added with crit = 952.08, MSE = 0.886.

## Variable 205 added with crit = 951.11, MSE = 0.883.

## Variable 210 added with crit = 947.85, MSE = 0.878.

## Variable 215 added with crit = 945.82, MSE = 0.874.

## Variable 219 added with crit = 945.38, MSE = 0.871.

## Variable 241 added with crit = 943.05, MSE = 0.867.

## Variable 255 added with crit = 942.35, MSE = 0.864.

## Variable 264 added with crit = 941.06, MSE = 0.861.

## Variable 277 added with crit = 940.01, MSE = 0.858.

## Variable 279 added with crit = 939.15, MSE = 0.855.

## Variable 282 added with crit = 938.68, MSE = 0.853.

## Variable 285 added with crit = 938.31, MSE = 0.85.

## Variable 289 added with crit = 934.47, MSE = 0.844.

## Variable 290 added with crit = 934.41, MSE = 0.842.

## Variable 291 added with crit = 932.97, MSE = 0.839.

## Variable 301 added with crit = 929.7, MSE = 0.834.

## Variable 303 added with crit = 929.56, MSE = 0.832.

## Variable 316 added with crit = 928.72, MSE = 0.829.

## Variable 329 added with crit = 927.95, MSE = 0.826.

## Variable 330 added with crit = 925.63, MSE = 0.822.

## Variable 339 added with crit = 922.34, MSE = 0.816.

## Variable 344 added with crit = 921.78, MSE = 0.814.

## Variable 345 added with crit = 920.18, MSE = 0.81.

## Variable 346 added with crit = 919.41, MSE = 0.807.

## Variable 358 added with crit = 917.99, MSE = 0.804.

## Variable 364 added with crit = 917.84, MSE = 0.802.

## Variable 366 added with crit = 916.47, MSE = 0.798.

## Variable 370 added with crit = 916.44, MSE = 0.796.

## Variable 371 added with crit = 916.28, MSE = 0.794.

## Variable 373 added with crit = 913.42, MSE = 0.789.

## Variable 383 added with crit = 913.09, MSE = 0.787.

## Variable 386 added with crit = 912.71, MSE = 0.785.

## Variable 398 added with crit = 911.6, MSE = 0.782.

## Variable 403 added with crit = 911.35, MSE = 0.779.

## Variable 423 added with crit = 906.88, MSE = 0.773.

## Variable 439 added with crit = 906.64, MSE = 0.771.

## Variable 444 added with crit = 905.14, MSE = 0.767.

## Variable 449 added with crit = 902.72, MSE = 0.763.

## Done.

## Starting the fast-forward, 0 variables, crit = 31.35, MSE = 1.032.

## Variable 2 added with crit = 18.59, MSE = 1.017.

## Variable 3 added with crit = 10.57, MSE = 1.007.

## Variable 4 added with crit = 9.69, MSE = 1.004.

## Variable 5 added with crit = -0.42, MSE = 0.992.

## Variable 22 added with crit = -6.28, MSE = 0.984.

## Variable 25 added with crit = -8.8, MSE = 0.979.

## Variable 29 added with crit = -8.88, MSE = 0.977.

## Variable 31 added with crit = -9.82, MSE = 0.975.

## Variable 33 added with crit = -9.82, MSE = 0.973.

## Variable 35 added with crit = -11.09, MSE = 0.969.

## Variable 49 added with crit = -11.88, MSE = 0.967.

## Variable 58 added with crit = -18.91, MSE = 0.958.

## Variable 64 added with crit = -20.2, MSE = 0.955.

## Variable 72 added with crit = -20.43, MSE = 0.953.

## Variable 73 added with crit = -22.92, MSE = 0.948.

## Variable 78 added with crit = -23.78, MSE = 0.946.

## Variable 80 added with crit = -24.5, MSE = 0.943.

## Variable 81 added with crit = -26.01, MSE = 0.94.

## Variable 99 added with crit = -26.8, MSE = 0.937.

## Variable 102 added with crit = -27.44, MSE = 0.935.

## Variable 103 added with crit = -31.42, MSE = 0.929.

## Variable 114 added with crit = -32.93, MSE = 0.926.

## Variable 117 added with crit = -33.61, MSE = 0.923.

## Variable 119 added with crit = -35.39, MSE = 0.92.

## Variable 125 added with crit = -36.6, MSE = 0.917.

## Variable 128 added with crit = -40.35, MSE = 0.912.

## Variable 129 added with crit = -42.95, MSE = 0.908.

## Variable 132 added with crit = -43.51, MSE = 0.905.

## Variable 133 added with crit = -43.9, MSE = 0.903.

## Variable 138 added with crit = -46.73, MSE = 0.899.

## Variable 166 added with crit = -46.82, MSE = 0.897.

## Variable 175 added with crit = -50.36, MSE = 0.892.

## Variable 176 added with crit = -52.48, MSE = 0.888.

## Variable 177 added with crit = -52.74, MSE = 0.886.

## Variable 191 added with crit = -53.01, MSE = 0.884.

## Variable 196 added with crit = -54.36, MSE = 0.881.

## Variable 205 added with crit = -55.73, MSE = 0.878.

## Variable 210 added with crit = -60, MSE = 0.873.

## Variable 215 added with crit = -62.68, MSE = 0.869.

## Variable 219 added with crit = -63.92, MSE = 0.866.

## Variable 228 added with crit = -64.43, MSE = 0.864.

## Variable 241 added with crit = -67.34, MSE = 0.86.

## Variable 254 added with crit = -67.79, MSE = 0.857.

## Variable 255 added with crit = -68.72, MSE = 0.855.

## Variable 264 added with crit = -70.93, MSE = 0.851.

## Variable 277 added with crit = -72.08, MSE = 0.849.

## Variable 279 added with crit = -73.39, MSE = 0.846.

## Variable 282 added with crit = -74.3, MSE = 0.843.

## Variable 285 added with crit = -74.92, MSE = 0.841.

## Variable 289 added with crit = -79.34, MSE = 0.836.

## Variable 290 added with crit = -79.69, MSE = 0.834.

## Variable 291 added with crit = -82.16, MSE = 0.83.

## Variable 301 added with crit = -86.19, MSE = 0.825.

## Variable 303 added with crit = -86.33, MSE = 0.823.

## Variable 316 added with crit = -88.18, MSE = 0.82.

## Variable 329 added with crit = -89.69, MSE = 0.817.

## Variable 330 added with crit = -92.47, MSE = 0.813.

## Variable 339 added with crit = -96.86, MSE = 0.808.

## Variable 344 added with crit = -97.72, MSE = 0.806.

## Variable 345 added with crit = -100.51, MSE = 0.802.

## Variable 346 added with crit = -101.63, MSE = 0.8.

## Variable 358 added with crit = -104.41, MSE = 0.796.

## Variable 363 added with crit = -104.65, MSE = 0.794.

## Variable 364 added with crit = -104.93, MSE = 0.792.

## Variable 366 added with crit = -106.8, MSE = 0.789.

## Variable 370 added with crit = -107.68, MSE = 0.787.

## Variable 371 added with crit = -108.46, MSE = 0.785.

## Variable 373 added with crit = -112.93, MSE = 0.78.

## Variable 383 added with crit = -114.11, MSE = 0.777.

## Variable 386 added with crit = -115.12, MSE = 0.775.

## Done.

## Starting the fast-forward, 0 variables, crit = 943.78, MSE = 0.944.

## Variable 2 added with crit = 922.29, MSE = 0.92.

## Variable 3 added with crit = 920.09, MSE = 0.916.

## Variable 4 added with crit = 910.78, MSE = 0.905.

## Variable 5 added with crit = 908.01, MSE = 0.9.

## Variable 6 added with crit = 903.25, MSE = 0.893.

## Variable 7 added with crit = 900.99, MSE = 0.889.

## Variable 17 added with crit = 899.71, MSE = 0.886.

## Variable 18 added with crit = 892.85, MSE = 0.877.

## Variable 30 added with crit = 892.57, MSE = 0.875.

## Variable 32 added with crit = 892.21, MSE = 0.872.

## Variable 37 added with crit = 890.07, MSE = 0.868.

## Variable 46 added with crit = 889.93, MSE = 0.866.

## Variable 49 added with crit = 889.49, MSE = 0.863.

## Variable 55 added with crit = 888.55, MSE = 0.861.

## Variable 82 added with crit = 881.32, MSE = 0.851.

## Variable 93 added with crit = 881.27, MSE = 0.849.

## Variable 98 added with crit = 879, MSE = 0.845.

## Variable 105 added with crit = 878.84, MSE = 0.843.

## Variable 131 added with crit = 878.34, MSE = 0.84.

## Variable 133 added with crit = 878.14, MSE = 0.838.

## Variable 141 added with crit = 877.78, MSE = 0.836.

## Variable 148 added with crit = 877.69, MSE = 0.834.

## Variable 151 added with crit = 871.32, MSE = 0.825.

## Variable 182 added with crit = 866.5, MSE = 0.818.

## Variable 183 added with crit = 865.74, MSE = 0.816.

## Variable 201 added with crit = 865.36, MSE = 0.813.

## Variable 223 added with crit = 863.71, MSE = 0.81.

## Variable 225 added with crit = 861.63, MSE = 0.806.

## Variable 229 added with crit = 859.89, MSE = 0.802.

## Variable 247 added with crit = 858.82, MSE = 0.799.

## Variable 256 added with crit = 858.31, MSE = 0.796.

## Variable 261 added with crit = 854.59, MSE = 0.791.

## Variable 262 added with crit = 854.51, MSE = 0.789.

## Variable 282 added with crit = 851.64, MSE = 0.784.

## Variable 289 added with crit = 851.55, MSE = 0.782.

## Variable 293 added with crit = 851.3, MSE = 0.779.

## Variable 295 added with crit = 850.59, MSE = 0.777.

## Variable 296 added with crit = 849.56, MSE = 0.774.

## Variable 301 added with crit = 849.3, MSE = 0.771.

## Variable 304 added with crit = 847.66, MSE = 0.768.

## Variable 319 added with crit = 846.99, MSE = 0.765.

## Variable 325 added with crit = 846.93, MSE = 0.763.

## Variable 346 added with crit = 844.24, MSE = 0.758.

## Variable 349 added with crit = 843.28, MSE = 0.755.

## Variable 350 added with crit = 842.57, MSE = 0.753.

## Variable 352 added with crit = 840.82, MSE = 0.749.

## Variable 372 added with crit = 840.47, MSE = 0.746.

## Variable 383 added with crit = 838.62, MSE = 0.743.

## Variable 390 added with crit = 838.45, MSE = 0.74.

## Variable 412 added with crit = 834.54, MSE = 0.735.

## Variable 418 added with crit = 833.29, MSE = 0.731.

## Variable 420 added with crit = 832.09, MSE = 0.728.

## Variable 426 added with crit = 830.58, MSE = 0.725.

## Variable 436 added with crit = 829.06, MSE = 0.721.

## Variable 444 added with crit = 825.43, MSE = 0.715.

## Variable 465 added with crit = 822.92, MSE = 0.711.

## Variable 467 added with crit = 822.69, MSE = 0.709.

## Variable 472 added with crit = 821.94, MSE = 0.706.

## Variable 474 added with crit = 821.88, MSE = 0.704.

## Variable 479 added with crit = 819.81, MSE = 0.7.

## Variable 489 added with crit = 818.35, MSE = 0.696.

## Variable 495 added with crit = 817.38, MSE = 0.693.

## Variable 516 added with crit = 814.6, MSE = 0.689.

## Variable 527 added with crit = 813.87, MSE = 0.686.

## Variable 529 added with crit = 809.2, MSE = 0.679.

## Variable 534 added with crit = 808.93, MSE = 0.677.

## Variable 552 added with crit = 808.41, MSE = 0.674.

## Variable 574 added with crit = 802.58, MSE = 0.667.

## Variable 588 added with crit = 799.86, MSE = 0.662.

## Variable 589 added with crit = 798.48, MSE = 0.658.

## Done.

## Starting the fast-forward, 0 variables, crit = -57.86, MSE = 0.944.

## Variable 2 added with crit = -81.07, MSE = 0.92.

## Variable 3 added with crit = -83.64, MSE = 0.916.

## Variable 4 added with crit = -94.07, MSE = 0.905.

## Variable 5 added with crit = -97.35, MSE = 0.9.

## Variable 6 added with crit = -102.89, MSE = 0.893.

## Variable 7 added with crit = -105.67, MSE = 0.889.

## Variable 17 added with crit = -107.36, MSE = 0.886.

## Variable 18 added with crit = -115.42, MSE = 0.877.

## Variable 30 added with crit = -116.03, MSE = 0.875.

## Variable 32 added with crit = -116.73, MSE = 0.872.

## Variable 37 added with crit = -119.48, MSE = 0.868.

## Variable 45 added with crit = -119.63, MSE = 0.866.

## Variable 46 added with crit = -120.01, MSE = 0.864.

## Variable 49 added with crit = -120.76, MSE = 0.862.

## Variable 55 added with crit = -122.2, MSE = 0.859.

## Variable 58 added with crit = -122.5, MSE = 0.857.

## Variable 79 added with crit = -122.57, MSE = 0.855.

## Variable 82 added with crit = -131.54, MSE = 0.846.

## Variable 85 added with crit = -131.54, MSE = 0.844.

## Variable 90 added with crit = -131.65, MSE = 0.842.

## Variable 98 added with crit = -134.16, MSE = 0.838.

## Variable 105 added with crit = -135.1, MSE = 0.836.

## Variable 119 added with crit = -135.86, MSE = 0.834.

## Variable 131 added with crit = -135.88, MSE = 0.832.

## Variable 133 added with crit = -136, MSE = 0.83.

## Variable 141 added with crit = -136.48, MSE = 0.828.

## Variable 148 added with crit = -136.69, MSE = 0.826.

## Variable 151 added with crit = -144.88, MSE = 0.818.

## Variable 182 added with crit = -150.55, MSE = 0.812.

## Variable 183 added with crit = -151.66, MSE = 0.809.

## Variable 201 added with crit = -152.67, MSE = 0.807.

## Variable 223 added with crit = -155.19, MSE = 0.803.

## Variable 225 added with crit = -157.7, MSE = 0.8.

## Variable 229 added with crit = -159.47, MSE = 0.797.

## Variable 244 added with crit = -159.94, MSE = 0.795.

## Variable 247 added with crit = -161.17, MSE = 0.792.

## Variable 252 added with crit = -161.18, MSE = 0.79.

## Variable 256 added with crit = -162.09, MSE = 0.788.

## Variable 261 added with crit = -166.47, MSE = 0.783.

## Variable 262 added with crit = -166.99, MSE = 0.781.

## Variable 269 added with crit = -167.03, MSE = 0.78.

## Variable 278 added with crit = -167.19, MSE = 0.778.

## Variable 282 added with crit = -171.11, MSE = 0.773.

## Variable 289 added with crit = -171.44, MSE = 0.771.

## Variable 293 added with crit = -171.92, MSE = 0.77.

## Variable 295 added with crit = -172.89, MSE = 0.767.

## Variable 296 added with crit = -175.32, MSE = 0.764.

## Variable 301 added with crit = -176.93, MSE = 0.761.

## Variable 304 added with crit = -179.42, MSE = 0.758.

## Variable 306 added with crit = -179.9, MSE = 0.756.

## Variable 319 added with crit = -181.46, MSE = 0.753.

## Variable 325 added with crit = -182.97, MSE = 0.751.

## Variable 333 added with crit = -183.68, MSE = 0.749.

## Variable 346 added with crit = -186.93, MSE = 0.745.

## Variable 349 added with crit = -188.16, MSE = 0.742.

## Variable 350 added with crit = -189.77, MSE = 0.74.

## Variable 352 added with crit = -193.26, MSE = 0.735.

## Variable 372 added with crit = -194.89, MSE = 0.733.

## Variable 373 added with crit = -195.06, MSE = 0.731.

## Variable 383 added with crit = -197.76, MSE = 0.728.

## Variable 390 added with crit = -198.22, MSE = 0.726.

## Variable 404 added with crit = -198.25, MSE = 0.725.

## Variable 412 added with crit = -204.08, MSE = 0.719.

## Variable 417 added with crit = -204.57, MSE = 0.717.

## Variable 418 added with crit = -207.31, MSE = 0.714.

## Variable 420 added with crit = -209.79, MSE = 0.711.

## Variable 426 added with crit = -213.35, MSE = 0.707.

## Variable 436 added with crit = -215.93, MSE = 0.703.

## Variable 444 added with crit = -219.89, MSE = 0.699.

## Variable 448 added with crit = -220.61, MSE = 0.697.

## Done.

## Starting the fast-forward, 0 variables, crit = 1082.84, MSE = 1.083.

## Variable 2 added with crit = 1069.5, MSE = 1.067.

## Variable 3 added with crit = 1057.77, MSE = 1.054.

## Variable 4 added with crit = 1056.53, MSE = 1.051.

## Variable 5 added with crit = 1043, MSE = 1.035.

## Variable 6 added with crit = 1034.58, MSE = 1.025.

## Variable 24 added with crit = 1033.47, MSE = 1.021.

## Variable 26 added with crit = 1031.79, MSE = 1.018.

## Variable 32 added with crit = 1030.95, MSE = 1.015.

## Variable 57 added with crit = 1030.05, MSE = 1.012.

## Variable 61 added with crit = 1028.85, MSE = 1.009.

## Variable 81 added with crit = 1028.56, MSE = 1.007.

## Variable 82 added with crit = 1028.2, MSE = 1.004.

## Variable 85 added with crit = 1023.8, MSE = 0.998.

## Variable 90 added with crit = 1022.41, MSE = 0.994.

## Variable 99 added with crit = 1021.51, MSE = 0.992.

## Variable 105 added with crit = 1021.31, MSE = 0.989.

## Variable 110 added with crit = 1021, MSE = 0.987.

## Variable 113 added with crit = 1020.8, MSE = 0.985.

## Variable 115 added with crit = 1020.79, MSE = 0.983.

## Variable 120 added with crit = 1017.66, MSE = 0.978.

## Variable 126 added with crit = 1014.33, MSE = 0.972.

## Variable 131 added with crit = 1013.1, MSE = 0.969.

## Variable 136 added with crit = 1010.44, MSE = 0.964.

## Variable 138 added with crit = 1010.26, MSE = 0.962.

## Variable 145 added with crit = 1003.54, MSE = 0.954.

## Variable 153 added with crit = 1002.8, MSE = 0.951.

## Variable 154 added with crit = 997.52, MSE = 0.944.

## Variable 163 added with crit = 995.49, MSE = 0.939.

## Variable 182 added with crit = 994.92, MSE = 0.937.

## Variable 190 added with crit = 994.04, MSE = 0.934.

## Variable 194 added with crit = 992.76, MSE = 0.931.

## Variable 195 added with crit = 992.42, MSE = 0.928.

## Variable 202 added with crit = 991.26, MSE = 0.925.

## Variable 224 added with crit = 989.22, MSE = 0.921.

## Variable 225 added with crit = 986.49, MSE = 0.916.

## Variable 233 added with crit = 983.23, MSE = 0.911.

## Variable 248 added with crit = 982.94, MSE = 0.909.

## Variable 254 added with crit = 980.82, MSE = 0.905.

## Variable 259 added with crit = 977.29, MSE = 0.899.

## Variable 264 added with crit = 975.62, MSE = 0.896.

## Variable 276 added with crit = 974.09, MSE = 0.892.

## Variable 277 added with crit = 973.02, MSE = 0.889.

## Variable 284 added with crit = 971.5, MSE = 0.886.

## Variable 291 added with crit = 970.99, MSE = 0.883.

## Variable 293 added with crit = 962.33, MSE = 0.872.

## Variable 298 added with crit = 962.05, MSE = 0.87.

## Variable 317 added with crit = 960.55, MSE = 0.867.

## Variable 318 added with crit = 960.32, MSE = 0.864.

## Variable 319 added with crit = 959.89, MSE = 0.862.

## Variable 328 added with crit = 958.98, MSE = 0.859.

## Variable 336 added with crit = 958.47, MSE = 0.856.

## Variable 339 added with crit = 957.43, MSE = 0.853.

## Variable 341 added with crit = 955.57, MSE = 0.85.

## Variable 342 added with crit = 953.16, MSE = 0.845.

## Variable 351 added with crit = 951.93, MSE = 0.842.

## Variable 357 added with crit = 951.54, MSE = 0.84.

## Variable 369 added with crit = 950.92, MSE = 0.837.

## Variable 382 added with crit = 947.5, MSE = 0.831.

## Variable 389 added with crit = 946.72, MSE = 0.829.

## Variable 390 added with crit = 945.72, MSE = 0.826.

## Variable 405 added with crit = 945.28, MSE = 0.823.

## Variable 410 added with crit = 942.3, MSE = 0.818.

## Variable 418 added with crit = 941.97, MSE = 0.816.

## Variable 424 added with crit = 939.65, MSE = 0.812.

## Variable 431 added with crit = 939.61, MSE = 0.81.

## Variable 432 added with crit = 939.07, MSE = 0.807.

## Variable 436 added with crit = 937.77, MSE = 0.804.

## Variable 459 added with crit = 937.33, MSE = 0.801.

## Variable 460 added with crit = 935.91, MSE = 0.798.

## Variable 461 added with crit = 932.95, MSE = 0.793.

## Done.

## Starting the fast-forward, 0 variables, crit = 79.59, MSE = 1.083.

## Variable 2 added with crit = 67.32, MSE = 1.067.

## Variable 3 added with crit = 56.37, MSE = 1.054.

## Variable 4 added with crit = 55.29, MSE = 1.051.

## Variable 5 added with crit = 42.4, MSE = 1.035.

## Variable 6 added with crit = 34.29, MSE = 1.025.

## Variable 24 added with crit = 33.24, MSE = 1.021.

## Variable 26 added with crit = 31.63, MSE = 1.018.

## Variable 32 added with crit = 30.84, MSE = 1.015.

## Variable 57 added with crit = 29.98, MSE = 1.012.

## Variable 61 added with crit = 28.81, MSE = 1.009.

## Variable 81 added with crit = 28.54, MSE = 1.007.

## Variable 82 added with crit = 28.19, MSE = 1.004.

## Variable 85 added with crit = 23.8, MSE = 0.998.

## Variable 90 added with crit = 22.39, MSE = 0.994.

## Variable 99 added with crit = 21.47, MSE = 0.992.

## Variable 105 added with crit = 21.25, MSE = 0.989.

## Variable 110 added with crit = 20.92, MSE = 0.987.

## Variable 113 added with crit = 20.69, MSE = 0.985.

## Variable 115 added with crit = 20.64, MSE = 0.983.

## Variable 120 added with crit = 17.41, MSE = 0.978.

## Variable 126 added with crit = 13.94, MSE = 0.972.

## Variable 131 added with crit = 12.61, MSE = 0.969.

## Variable 136 added with crit = 9.79, MSE = 0.964.

## Variable 138 added with crit = 9.53, MSE = 0.962.

## Variable 145 added with crit = 2.43, MSE = 0.954.

## Variable 153 added with crit = 1.54, MSE = 0.951.

## Variable 154 added with crit = -4.14, MSE = 0.944.

## Variable 163 added with crit = -6.42, MSE = 0.939.

## Variable 175 added with crit = -6.51, MSE = 0.938.

## Variable 182 added with crit = -7.15, MSE = 0.935.

## Variable 188 added with crit = -7.16, MSE = 0.933.

## Variable 190 added with crit = -8.35, MSE = 0.93.

## Variable 194 added with crit = -10.24, MSE = 0.927.

## Variable 195 added with crit = -10.83, MSE = 0.924.

## Variable 202 added with crit = -12.46, MSE = 0.921.

## Variable 209 added with crit = -12.49, MSE = 0.919.

## Variable 224 added with crit = -14.99, MSE = 0.915.

## Variable 225 added with crit = -18.29, MSE = 0.91.

## Variable 233 added with crit = -22.93, MSE = 0.904.

## Variable 248 added with crit = -23.67, MSE = 0.902.

## Variable 254 added with crit = -25.83, MSE = 0.898.

## Variable 259 added with crit = -30.25, MSE = 0.892.

## Variable 263 added with crit = -30.52, MSE = 0.89.

## Variable 264 added with crit = -32.61, MSE = 0.886.

## Variable 276 added with crit = -34.66, MSE = 0.883.

## Variable 277 added with crit = -36.59, MSE = 0.879.

## Variable 284 added with crit = -38.84, MSE = 0.876.

## Variable 291 added with crit = -39.6, MSE = 0.873.

## Variable 293 added with crit = -50.93, MSE = 0.862.

## Variable 298 added with crit = -51.55, MSE = 0.859.

## Variable 317 added with crit = -54.01, MSE = 0.856.

## Variable 318 added with crit = -54.69, MSE = 0.853.

## Variable 319 added with crit = -55.71, MSE = 0.851.

## Variable 328 added with crit = -57, MSE = 0.848.

## Variable 336 added with crit = -57.66, MSE = 0.846.

## Variable 339 added with crit = -59.6, MSE = 0.842.

## Variable 341 added with crit = -61.3, MSE = 0.839.

## Variable 342 added with crit = -63.89, MSE = 0.835.

## Variable 345 added with crit = -63.95, MSE = 0.834.

## Variable 351 added with crit = -65.83, MSE = 0.83.

## Variable 352 added with crit = -65.94, MSE = 0.829.

## Variable 353 added with crit = -66.31, MSE = 0.827.

## Variable 357 added with crit = -66.87, MSE = 0.825.

## Variable 369 added with crit = -67.89, MSE = 0.822.

## Variable 382 added with crit = -72.31, MSE = 0.817.

## Variable 389 added with crit = -73.53, MSE = 0.814.

## Variable 390 added with crit = -75.14, MSE = 0.811.

## Variable 405 added with crit = -76.12, MSE = 0.809.

## Variable 410 added with crit = -79.68, MSE = 0.804.

## Variable 418 added with crit = -80.35, MSE = 0.802.

## Done.

## Starting the fast-forward, 0 variables, crit = 936.13, MSE = 0.936.

## Variable 2 added with crit = 929.2, MSE = 0.927.

## Variable 3 added with crit = 928.31, MSE = 0.924.

## Variable 4 added with crit = 919.13, MSE = 0.913.

## Variable 5 added with crit = 917.66, MSE = 0.91.

## Variable 6 added with crit = 913.67, MSE = 0.904.

## Variable 9 added with crit = 912.63, MSE = 0.901.

## Variable 10 added with crit = 906.49, MSE = 0.892.

## Variable 15 added with crit = 903.52, MSE = 0.888.

## Variable 34 added with crit = 897.71, MSE = 0.88.

## Variable 62 added with crit = 895.74, MSE = 0.876.

## Variable 64 added with crit = 890.98, MSE = 0.869.

## Variable 78 added with crit = 890.95, MSE = 0.867.

## Variable 100 added with crit = 890.78, MSE = 0.865.

## Variable 105 added with crit = 889.48, MSE = 0.861.

## Variable 106 added with crit = 887.1, MSE = 0.857.

## Variable 110 added with crit = 887.1, MSE = 0.855.

## Variable 111 added with crit = 882.92, MSE = 0.849.

## Variable 115 added with crit = 880.29, MSE = 0.844.

## Variable 116 added with crit = 876.42, MSE = 0.838.

## Variable 120 added with crit = 875.96, MSE = 0.836.

## Variable 136 added with crit = 875.49, MSE = 0.833.

## Variable 141 added with crit = 873.48, MSE = 0.829.

## Variable 145 added with crit = 871.89, MSE = 0.826.

## Variable 151 added with crit = 869.45, MSE = 0.821.

## Variable 157 added with crit = 868.52, MSE = 0.819.

## Variable 158 added with crit = 867.96, MSE = 0.816.

## Variable 162 added with crit = 866.75, MSE = 0.813.

## Variable 164 added with crit = 866.28, MSE = 0.81.

## Variable 170 added with crit = 865.74, MSE = 0.808.

## Variable 171 added with crit = 863.16, MSE = 0.803.

## Variable 198 added with crit = 862.45, MSE = 0.8.

## Variable 205 added with crit = 861.66, MSE = 0.798.

## Variable 215 added with crit = 860.19, MSE = 0.794.

## Variable 224 added with crit = 859.38, MSE = 0.791.

## Variable 231 added with crit = 858.73, MSE = 0.789.

## Variable 238 added with crit = 855.07, MSE = 0.783.

## Variable 239 added with crit = 852.67, MSE = 0.779.

## Variable 242 added with crit = 851.36, MSE = 0.775.

## Variable 250 added with crit = 849.95, MSE = 0.772.

## Variable 270 added with crit = 849.75, MSE = 0.77.

## Variable 272 added with crit = 849.7, MSE = 0.768.

## Variable 281 added with crit = 849.59, MSE = 0.766.

## Variable 284 added with crit = 848.48, MSE = 0.762.

## Variable 298 added with crit = 848.38, MSE = 0.76.

## Variable 304 added with crit = 847.59, MSE = 0.758.

## Variable 309 added with crit = 846.98, MSE = 0.755.

## Variable 310 added with crit = 846.47, MSE = 0.752.

## Variable 335 added with crit = 845.34, MSE = 0.749.

## Variable 347 added with crit = 841.68, MSE = 0.744.

## Variable 372 added with crit = 839.97, MSE = 0.74.

## Variable 373 added with crit = 839.76, MSE = 0.738.

## Variable 376 added with crit = 838.04, MSE = 0.734.

## Variable 412 added with crit = 837.82, MSE = 0.732.

## Variable 414 added with crit = 837.07, MSE = 0.729.

## Variable 421 added with crit = 836.6, MSE = 0.727.

## Variable 423 added with crit = 835.5, MSE = 0.723.

## Variable 429 added with crit = 831.46, MSE = 0.717.

## Variable 430 added with crit = 830.94, MSE = 0.715.

## Variable 447 added with crit = 828.8, MSE = 0.711.

## Variable 460 added with crit = 828.58, MSE = 0.709.

## Variable 479 added with crit = 824.67, MSE = 0.703.

## Variable 482 added with crit = 820.67, MSE = 0.697.

## Variable 498 added with crit = 820.09, MSE = 0.694.

## Variable 519 added with crit = 819.79, MSE = 0.692.

## Variable 536 added with crit = 818.08, MSE = 0.688.

## Variable 559 added with crit = 817.92, MSE = 0.686.

## Variable 560 added with crit = 817.33, MSE = 0.683.

## Variable 567 added with crit = 814.63, MSE = 0.679.

## Variable 571 added with crit = 811.22, MSE = 0.673.

## Variable 573 added with crit = 809.13, MSE = 0.669.

## Done.

## Starting the fast-forward, 0 variables, crit = -66, MSE = 0.936.

## Variable 2 added with crit = -73.59, MSE = 0.927.

## Variable 3 added with crit = -74.71, MSE = 0.924.

## Variable 4 added with crit = -84.87, MSE = 0.913.

## Variable 5 added with crit = -86.68, MSE = 0.91.

## Variable 6 added with crit = -91.29, MSE = 0.904.

## Variable 9 added with crit = -92.66, MSE = 0.901.

## Variable 10 added with crit = -99.73, MSE = 0.892.

## Variable 15 added with crit = -103.32, MSE = 0.888.

## Variable 34 added with crit = -110.17, MSE = 0.88.

## Variable 46 added with crit = -110.19, MSE = 0.878.

## Variable 58 added with crit = -110.46, MSE = 0.876.

## Variable 62 added with crit = -113.18, MSE = 0.872.

## Variable 64 added with crit = -118.66, MSE = 0.865.

## Variable 72 added with crit = -118.8, MSE = 0.863.

## Variable 78 added with crit = -119.23, MSE = 0.861.

## Variable 81 added with crit = -119.41, MSE = 0.859.

## Variable 98 added with crit = -119.87, MSE = 0.857.

## Variable 105 added with crit = -121.62, MSE = 0.854.

## Variable 106 added with crit = -124.61, MSE = 0.85.

## Variable 111 added with crit = -130.18, MSE = 0.844.

## Variable 115 added with crit = -132.86, MSE = 0.84.

## Variable 116 added with crit = -139.07, MSE = 0.833.

## Variable 118 added with crit = -139.13, MSE = 0.831.

## Variable 120 added with crit = -139.4, MSE = 0.829.

## Variable 136 added with crit = -140.43, MSE = 0.827.

## Variable 141 added with crit = -143.19, MSE = 0.823.

## Variable 145 added with crit = -145.83, MSE = 0.819.

## Variable 151 added with crit = -148.31, MSE = 0.815.

## Variable 157 added with crit = -150.03, MSE = 0.812.

## Variable 158 added with crit = -150.63, MSE = 0.81.

## Variable 162 added with crit = -152.73, MSE = 0.807.

## Variable 164 added with crit = -153.98, MSE = 0.804.

## Variable 170 added with crit = -154.14, MSE = 0.802.

## Variable 171 added with crit = -158.01, MSE = 0.798.

## Variable 185 added with crit = -158.71, MSE = 0.796.

## Variable 188 added with crit = -158.8, MSE = 0.794.

## Variable 198 added with crit = -159.36, MSE = 0.792.

## Variable 199 added with crit = -159.37, MSE = 0.79.

## Variable 202 added with crit = -159.41, MSE = 0.789.

## Variable 205 added with crit = -160.48, MSE = 0.786.

## Variable 215 added with crit = -163.59, MSE = 0.782.

## Variable 224 added with crit = -164.6, MSE = 0.78.

## Variable 228 added with crit = -164.77, MSE = 0.778.

## Variable 231 added with crit = -166.61, MSE = 0.775.

## Variable 238 added with crit = -171.33, MSE = 0.77.

## Variable 239 added with crit = -174.45, MSE = 0.766.

## Variable 242 added with crit = -175.93, MSE = 0.763.

## Variable 248 added with crit = -176.19, MSE = 0.762.

## Variable 250 added with crit = -178.46, MSE = 0.758.

## Variable 271 added with crit = -178.64, MSE = 0.757.

## Variable 272 added with crit = -179.38, MSE = 0.755.

## Variable 280 added with crit = -179.98, MSE = 0.753.

## Variable 281 added with crit = -180.52, MSE = 0.751.

## Variable 282 added with crit = -180.65, MSE = 0.749.

## Variable 284 added with crit = -184.27, MSE = 0.745.

## Variable 286 added with crit = -184.75, MSE = 0.743.

## Variable 297 added with crit = -184.78, MSE = 0.742.

## Variable 298 added with crit = -185.4, MSE = 0.74.

## Variable 304 added with crit = -186.56, MSE = 0.737.

## Variable 309 added with crit = -187.5, MSE = 0.735.

## Variable 310 added with crit = -187.51, MSE = 0.734.

## Variable 335 added with crit = -190.67, MSE = 0.73.

## Variable 343 added with crit = -192.22, MSE = 0.727.

## Variable 347 added with crit = -197.18, MSE = 0.722.

## Variable 372 added with crit = -201.35, MSE = 0.718.

## Variable 373 added with crit = -202.54, MSE = 0.716.

## Variable 376 added with crit = -205.02, MSE = 0.712.

## Variable 395 added with crit = -205.12, MSE = 0.711.

## Variable 407 added with crit = -205.48, MSE = 0.709.

## Variable 409 added with crit = -205.62, MSE = 0.708.

## Done.

## Starting the fast-forward, 0 variables, crit = 1090.39, MSE = 1.09.

## Variable 2 added with crit = 1080.69, MSE = 1.079.

## Variable 3 added with crit = 1076.35, MSE = 1.072.

## Variable 4 added with crit = 1059.62, MSE = 1.054.

## Variable 5 added with crit = 1054.89, MSE = 1.047.

## Variable 6 added with crit = 1047.36, MSE = 1.037.

## Variable 11 added with crit = 1043.88, MSE = 1.032.

## Variable 19 added with crit = 1043.64, MSE = 1.03.

## Variable 24 added with crit = 1041.91, MSE = 1.026.

## Variable 31 added with crit = 1038.67, MSE = 1.021.

## Variable 33 added with crit = 1038.65, MSE = 1.019.

## Variable 46 added with crit = 1038.08, MSE = 1.016.

## Variable 55 added with crit = 1037.9, MSE = 1.014.

## Variable 56 added with crit = 1037.14, MSE = 1.011.

## Variable 68 added with crit = 1034.02, MSE = 1.006.

## Variable 71 added with crit = 1033.56, MSE = 1.004.

## Variable 76 added with crit = 1029.51, MSE = 0.998.

## Variable 80 added with crit = 1028.38, MSE = 0.994.

## Variable 84 added with crit = 1028.18, MSE = 0.992.

## Variable 92 added with crit = 1027.34, MSE = 0.989.

## Variable 95 added with crit = 1026.44, MSE = 0.986.

## Variable 106 added with crit = 1025.47, MSE = 0.983.

## Variable 108 added with crit = 1025.27, MSE = 0.981.

## Variable 113 added with crit = 1024.52, MSE = 0.979.

## Variable 120 added with crit = 1024.15, MSE = 0.976.

## Variable 126 added with crit = 1022.92, MSE = 0.973.

## Variable 140 added with crit = 1022.52, MSE = 0.971.

## Variable 147 added with crit = 1022.39, MSE = 0.968.

## Variable 150 added with crit = 1019.77, MSE = 0.964.

## Variable 152 added with crit = 1017.78, MSE = 0.96.

## Variable 158 added with crit = 1017.64, MSE = 0.958.

## Variable 164 added with crit = 1013.28, MSE = 0.951.

## Variable 173 added with crit = 1012.6, MSE = 0.949.

## Variable 174 added with crit = 1006.76, MSE = 0.941.

## Variable 175 added with crit = 1006.34, MSE = 0.938.

## Variable 176 added with crit = 1006.22, MSE = 0.936.

## Variable 182 added with crit = 1004.44, MSE = 0.932.

## Variable 187 added with crit = 1003.06, MSE = 0.929.

## Variable 191 added with crit = 1002.27, MSE = 0.926.

## Variable 226 added with crit = 1002.25, MSE = 0.924.

## Variable 227 added with crit = 1002.08, MSE = 0.922.

## Variable 228 added with crit = 1001.33, MSE = 0.919.

## Variable 233 added with crit = 1001.16, MSE = 0.917.

## Variable 237 added with crit = 1000.68, MSE = 0.915.

## Variable 240 added with crit = 997.67, MSE = 0.91.

## Variable 243 added with crit = 997.28, MSE = 0.907.

## Variable 268 added with crit = 996.65, MSE = 0.905.

## Variable 279 added with crit = 995.48, MSE = 0.901.

## Variable 290 added with crit = 995.23, MSE = 0.899.

## Variable 291 added with crit = 995.06, MSE = 0.897.

## Variable 295 added with crit = 995.04, MSE = 0.895.

## Variable 310 added with crit = 994.94, MSE = 0.893.

## Variable 312 added with crit = 994.09, MSE = 0.89.

## Variable 313 added with crit = 994.06, MSE = 0.888.

## Variable 319 added with crit = 993.11, MSE = 0.885.

## Variable 329 added with crit = 991.52, MSE = 0.882.

## Variable 331 added with crit = 989.03, MSE = 0.877.

## Variable 333 added with crit = 988.37, MSE = 0.874.

## Variable 354 added with crit = 986.93, MSE = 0.871.

## Variable 355 added with crit = 985.86, MSE = 0.868.

## Variable 356 added with crit = 983.41, MSE = 0.863.

## Variable 360 added with crit = 982.12, MSE = 0.86.

## Variable 362 added with crit = 980.5, MSE = 0.856.

## Variable 365 added with crit = 980.43, MSE = 0.854.

## Variable 367 added with crit = 979.97, MSE = 0.852.

## Variable 372 added with crit = 976.79, MSE = 0.847.

## Variable 378 added with crit = 976.69, MSE = 0.845.

## Variable 402 added with crit = 976.35, MSE = 0.842.

## Variable 404 added with crit = 974.89, MSE = 0.839.

## Variable 405 added with crit = 972, MSE = 0.834.

## Variable 411 added with crit = 970.58, MSE = 0.831.

## Done.

## Starting the fast-forward, 0 variables, crit = 86.53, MSE = 1.09.

## Variable 2 added with crit = 77.74, MSE = 1.079.

## Variable 3 added with crit = 73.85, MSE = 1.072.

## Variable 4 added with crit = 58.23, MSE = 1.054.

## Variable 5 added with crit = 53.82, MSE = 1.047.

## Variable 6 added with crit = 46.68, MSE = 1.037.

## Variable 11 added with crit = 43.38, MSE = 1.032.

## Variable 19 added with crit = 43.21, MSE = 1.03.

## Variable 24 added with crit = 41.58, MSE = 1.026.

## Variable 31 added with crit = 38.46, MSE = 1.021.

## Variable 46 added with crit = 37.96, MSE = 1.018.

## Variable 55 added with crit = 37.84, MSE = 1.016.

## Variable 56 added with crit = 36.89, MSE = 1.013.

## Variable 68 added with crit = 33.97, MSE = 1.008.

## Variable 71 added with crit = 33.59, MSE = 1.006.

## Variable 76 added with crit = 29.58, MSE = 1.

## Variable 80 added with crit = 28.37, MSE = 0.996.

## Variable 84 added with crit = 28.16, MSE = 0.994.

## Variable 92 added with crit = 27.32, MSE = 0.991.

## Variable 95 added with crit = 26.36, MSE = 0.988.

## Variable 106 added with crit = 25.2, MSE = 0.985.

## Variable 108 added with crit = 24.98, MSE = 0.983.

## Variable 113 added with crit = 24.12, MSE = 0.98.

## Variable 120 added with crit = 23.65, MSE = 0.978.

## Variable 126 added with crit = 22.23, MSE = 0.975.

## Variable 140 added with crit = 21.89, MSE = 0.972.

## Variable 145 added with crit = 21.7, MSE = 0.97.

## Variable 147 added with crit = 21.46, MSE = 0.968.

## Variable 150 added with crit = 18.18, MSE = 0.963.

## Variable 152 added with crit = 15.97, MSE = 0.959.

## Variable 159 added with crit = 15.84, MSE = 0.957.

## Variable 162 added with crit = 15.73, MSE = 0.955.

## Variable 164 added with crit = 11.51, MSE = 0.949.

## Variable 173 added with crit = 10.96, MSE = 0.946.

## Variable 174 added with crit = 4.95, MSE = 0.939.

## Variable 175 added with crit = 4.43, MSE = 0.937.

## Variable 176 added with crit = 3.7, MSE = 0.934.

## Variable 182 added with crit = 1.72, MSE = 0.93.

## Variable 187 added with crit = 0.55, MSE = 0.927.

## Variable 191 added with crit = -0.55, MSE = 0.924.

## Variable 198 added with crit = -1.04, MSE = 0.922.

## Variable 206 added with crit = -1.63, MSE = 0.92.

## Variable 212 added with crit = -1.68, MSE = 0.918.

## Variable 226 added with crit = -1.76, MSE = 0.916.

## Variable 227 added with crit = -1.83, MSE = 0.914.

## Variable 228 added with crit = -2.28, MSE = 0.912.

## Variable 233 added with crit = -2.39, MSE = 0.91.

## Variable 237 added with crit = -3.14, MSE = 0.907.

## Variable 240 added with crit = -5.74, MSE = 0.903.

## Variable 243 added with crit = -6.8, MSE = 0.901.

## Variable 248 added with crit = -6.92, MSE = 0.899.

## Variable 268 added with crit = -7.58, MSE = 0.896.

## Variable 279 added with crit = -9.44, MSE = 0.893.

## Variable 290 added with crit = -9.92, MSE = 0.891.

## Variable 291 added with crit = -10.51, MSE = 0.888.

## Variable 310 added with crit = -11.03, MSE = 0.886.

## Variable 312 added with crit = -12.31, MSE = 0.883.

## Variable 319 added with crit = -13.93, MSE = 0.88.

## Variable 329 added with crit = -15.9, MSE = 0.876.

## Variable 331 added with crit = -18.47, MSE = 0.872.

## Variable 333 added with crit = -19.59, MSE = 0.87.

## Variable 354 added with crit = -21.74, MSE = 0.866.

## Variable 355 added with crit = -23.11, MSE = 0.863.

## Variable 356 added with crit = -25.45, MSE = 0.859.

## Variable 360 added with crit = -27.93, MSE = 0.856.

## Variable 362 added with crit = -29.63, MSE = 0.852.

## Variable 365 added with crit = -30.79, MSE = 0.85.

## Variable 367 added with crit = -31.77, MSE = 0.847.

## Variable 372 added with crit = -35.87, MSE = 0.842.

## Variable 378 added with crit = -36.94, MSE = 0.84.

## Variable 402 added with crit = -37.62, MSE = 0.837.

## Done.

## Starting the fast-forward, 0 variables, crit = 1076.21, MSE = 1.076.

## Variable 2 added with crit = 1068.96, MSE = 1.067.

## Variable 3 added with crit = 1060.76, MSE = 1.057.

## Variable 4 added with crit = 1045.58, MSE = 1.04.

## Variable 5 added with crit = 1037.49, MSE = 1.029.

## Variable 6 added with crit = 1036.41, MSE = 1.026.

## Variable 7 added with crit = 1034.27, MSE = 1.022.

## Variable 11 added with crit = 1028.38, MSE = 1.014.

## Variable 12 added with crit = 1027.72, MSE = 1.012.

## Variable 19 added with crit = 1025.43, MSE = 1.007.

## Variable 37 added with crit = 1025.18, MSE = 1.005.

## Variable 41 added with crit = 1022.8, MSE = 1.001.

## Variable 45 added with crit = 1021.7, MSE = 0.998.

## Variable 51 added with crit = 1021.62, MSE = 0.996.

## Variable 52 added with crit = 1021.02, MSE = 0.993.

## Variable 57 added with crit = 1019.28, MSE = 0.989.

## Variable 69 added with crit = 1015.87, MSE = 0.984.

## Variable 81 added with crit = 1015.14, MSE = 0.981.

## Variable 93 added with crit = 1007.76, MSE = 0.972.

## Variable 97 added with crit = 1007.56, MSE = 0.97.

## Variable 99 added with crit = 1007.19, MSE = 0.967.

## Variable 104 added with crit = 1007.13, MSE = 0.965.

## Variable 105 added with crit = 1005.52, MSE = 0.962.

## Variable 113 added with crit = 1005.39, MSE = 0.959.

## Variable 127 added with crit = 1004.81, MSE = 0.957.

## Variable 135 added with crit = 1003.46, MSE = 0.953.

## Variable 136 added with crit = 1002.54, MSE = 0.951.

## Variable 141 added with crit = 1001.33, MSE = 0.947.

## Variable 142 added with crit = 1001.09, MSE = 0.945.

## Variable 148 added with crit = 1000.32, MSE = 0.942.

## Variable 165 added with crit = 996.92, MSE = 0.937.

## Variable 175 added with crit = 994.49, MSE = 0.932.

## Variable 177 added with crit = 994.37, MSE = 0.93.

## Variable 179 added with crit = 993.41, MSE = 0.927.

## Variable 183 added with crit = 990.98, MSE = 0.923.

## Variable 184 added with crit = 990.34, MSE = 0.92.

## Variable 187 added with crit = 990.06, MSE = 0.918.

## Variable 189 added with crit = 989.2, MSE = 0.915.

## Variable 190 added with crit = 989.1, MSE = 0.913.

## Variable 191 added with crit = 984.34, MSE = 0.906.

## Variable 200 added with crit = 983.97, MSE = 0.904.

## Variable 202 added with crit = 983.75, MSE = 0.902.

## Variable 206 added with crit = 982.34, MSE = 0.898.

## Variable 210 added with crit = 981.72, MSE = 0.896.

## Variable 214 added with crit = 979.51, MSE = 0.892.

## Variable 219 added with crit = 977.75, MSE = 0.888.

## Variable 223 added with crit = 977.49, MSE = 0.885.

## Variable 234 added with crit = 976.94, MSE = 0.883.

## Variable 244 added with crit = 974.54, MSE = 0.879.

## Variable 248 added with crit = 971.47, MSE = 0.873.

## Variable 259 added with crit = 970.78, MSE = 0.871.

## Variable 263 added with crit = 969.31, MSE = 0.867.

## Variable 265 added with crit = 967.12, MSE = 0.863.

## Variable 278 added with crit = 962.92, MSE = 0.857.

## Variable 296 added with crit = 962.64, MSE = 0.855.

## Variable 300 added with crit = 962.43, MSE = 0.852.

## Variable 301 added with crit = 961.79, MSE = 0.85.

## Variable 308 added with crit = 960.62, MSE = 0.847.

## Variable 310 added with crit = 959.87, MSE = 0.844.

## Variable 317 added with crit = 954.69, MSE = 0.837.

## Variable 327 added with crit = 953.48, MSE = 0.833.

## Variable 340 added with crit = 952.07, MSE = 0.83.

## Variable 344 added with crit = 951.1, MSE = 0.827.

## Variable 348 added with crit = 951.02, MSE = 0.825.

## Variable 349 added with crit = 950.58, MSE = 0.823.

## Variable 351 added with crit = 950.47, MSE = 0.82.

## Variable 357 added with crit = 948.2, MSE = 0.816.

## Variable 359 added with crit = 945.38, MSE = 0.811.

## Variable 361 added with crit = 944.74, MSE = 0.809.

## Variable 363 added with crit = 944.13, MSE = 0.806.

## Variable 382 added with crit = 941.75, MSE = 0.802.

## Done.

## Starting the fast-forward, 0 variables, crit = 73.44, MSE = 1.076.

## Variable 2 added with crit = 66.82, MSE = 1.067.

## Variable 3 added with crit = 59.21, MSE = 1.057.

## Variable 4 added with crit = 44.82, MSE = 1.04.

## Variable 5 added with crit = 37.07, MSE = 1.029.

## Variable 6 added with crit = 36.07, MSE = 1.026.

## Variable 7 added with crit = 34.02, MSE = 1.022.

## Variable 11 added with crit = 28.28, MSE = 1.014.

## Variable 12 added with crit = 27.65, MSE = 1.012.

## Variable 19 added with crit = 25.41, MSE = 1.007.

## Variable 37 added with crit = 25.16, MSE = 1.005.

## Variable 41 added with crit = 22.8, MSE = 1.001.

## Variable 45 added with crit = 21.7, MSE = 0.998.

## Variable 51 added with crit = 21.61, MSE = 0.996.

## Variable 52 added with crit = 20.99, MSE = 0.993.

## Variable 57 added with crit = 19.22, MSE = 0.989.

## Variable 69 added with crit = 15.74, MSE = 0.984.

## Variable 81 added with crit = 14.96, MSE = 0.981.

## Variable 93 added with crit = 7.36, MSE = 0.972.

## Variable 97 added with crit = 7.09, MSE = 0.97.

## Variable 99 added with crit = 6.64, MSE = 0.967.

## Variable 104 added with crit = 6.51, MSE = 0.965.

## Variable 105 added with crit = 4.76, MSE = 0.962.

## Variable 113 added with crit = 4.54, MSE = 0.959.

## Variable 127 added with crit = 3.85, MSE = 0.957.

## Variable 135 added with crit = 2.34, MSE = 0.953.

## Variable 136 added with crit = 1.27, MSE = 0.951.

## Variable 141 added with crit = -0.11, MSE = 0.947.

## Variable 142 added with crit = -0.48, MSE = 0.945.

## Variable 148 added with crit = -1.41, MSE = 0.942.

## Variable 165 added with crit = -5.16, MSE = 0.937.

## Variable 175 added with crit = -7.9, MSE = 0.932.

## Variable 177 added with crit = -8.17, MSE = 0.93.

## Variable 179 added with crit = -9.36, MSE = 0.927.

## Variable 183 added with crit = -12.14, MSE = 0.923.

## Variable 184 added with crit = -13.01, MSE = 0.92.

## Variable 187 added with crit = -13.49, MSE = 0.918.

## Variable 189 added with crit = -14.61, MSE = 0.915.

## Variable 190 added with crit = -14.91, MSE = 0.913.

## Variable 191 added with crit = -20.34, MSE = 0.906.

## Variable 194 added with crit = -20.48, MSE = 0.904.

## Variable 200 added with crit = -21.05, MSE = 0.902.

## Variable 202 added with crit = -21.45, MSE = 0.9.

## Variable 206 added with crit = -23.17, MSE = 0.897.

## Variable 210 added with crit = -24.01, MSE = 0.894.

## Variable 214 added with crit = -26.84, MSE = 0.89.

## Variable 219 added with crit = -28.98, MSE = 0.886.

## Variable 223 added with crit = -29.61, MSE = 0.884.

## Variable 234 added with crit = -30.45, MSE = 0.881.

## Variable 235 added with crit = -30.54, MSE = 0.879.

## Variable 244 added with crit = -33.16, MSE = 0.875.

## Variable 248 added with crit = -36.86, MSE = 0.87.

## Variable 259 added with crit = -38.07, MSE = 0.868.

## Variable 263 added with crit = -40.06, MSE = 0.864.

## Variable 265 added with crit = -42.79, MSE = 0.86.

## Variable 267 added with crit = -42.97, MSE = 0.858.

## Variable 271 added with crit = -43.35, MSE = 0.856.

## Variable 278 added with crit = -47.92, MSE = 0.851.

## Variable 296 added with crit = -48.52, MSE = 0.848.

## Variable 300 added with crit = -48.85, MSE = 0.846.

## Variable 301 added with crit = -49.3, MSE = 0.844.

## Variable 308 added with crit = -51.23, MSE = 0.841.

## Variable 310 added with crit = -52.75, MSE = 0.838.

## Variable 317 added with crit = -58.77, MSE = 0.831.

## Variable 321 added with crit = -58.97, MSE = 0.829.

## Variable 327 added with crit = -60.75, MSE = 0.826.

## Variable 333 added with crit = -60.95, MSE = 0.825.

## Variable 339 added with crit = -61.16, MSE = 0.823.

## Variable 340 added with crit = -62.13, MSE = 0.82.

## Variable 344 added with crit = -63.64, MSE = 0.817.

## Variable 348 added with crit = -63.81, MSE = 0.816.

## Done.

## Starting the fast-forward, 0 variables, crit = 1073.28, MSE = 1.073.

## Variable 2 added with crit = 1067.65, MSE = 1.066.

## Variable 3 added with crit = 1055.31, MSE = 1.051.

## Variable 4 added with crit = 1043.21, MSE = 1.037.

## Variable 5 added with crit = 1041.22, MSE = 1.033.

## Variable 6 added with crit = 1019.64, MSE = 1.01.

## Variable 20 added with crit = 1019.31, MSE = 1.007.

## Variable 23 added with crit = 1018.71, MSE = 1.005.

## Variable 33 added with crit = 1018.5, MSE = 1.002.

## Variable 36 added with crit = 1017.68, MSE = 1.

## Variable 37 added with crit = 1017.13, MSE = 0.997.

## Variable 43 added with crit = 1014.8, MSE = 0.993.

## Variable 44 added with crit = 1014.02, MSE = 0.99.

## Variable 50 added with crit = 1009.35, MSE = 0.983.

## Variable 54 added with crit = 1007.61, MSE = 0.98.

## Variable 56 added with crit = 1006.09, MSE = 0.976.

## Variable 57 added with crit = 1006.04, MSE = 0.974.

## Variable 67 added with crit = 1005.16, MSE = 0.971.

## Variable 73 added with crit = 1004.16, MSE = 0.968.

## Variable 82 added with crit = 1001.56, MSE = 0.964.

## Variable 85 added with crit = 1001.54, MSE = 0.962.

## Variable 108 added with crit = 1001.4, MSE = 0.959.

## Variable 109 added with crit = 1000.91, MSE = 0.957.

## Variable 111 added with crit = 999.89, MSE = 0.954.

## Variable 113 added with crit = 999.07, MSE = 0.951.

## Variable 120 added with crit = 998.53, MSE = 0.949.

## Variable 121 added with crit = 998.29, MSE = 0.946.

## Variable 125 added with crit = 997.73, MSE = 0.944.

## Variable 136 added with crit = 997.54, MSE = 0.942.

## Variable 160 added with crit = 992.66, MSE = 0.935.

## Variable 178 added with crit = 992.28, MSE = 0.932.

## Variable 183 added with crit = 990.94, MSE = 0.929.

## Variable 186 added with crit = 989.11, MSE = 0.925.

## Variable 189 added with crit = 988.06, MSE = 0.922.

## Variable 191 added with crit = 983.25, MSE = 0.915.

## Variable 192 added with crit = 982.77, MSE = 0.913.

## Variable 195 added with crit = 981.51, MSE = 0.91.

## Variable 196 added with crit = 980.57, MSE = 0.907.

## Variable 199 added with crit = 980.46, MSE = 0.904.

## Variable 200 added with crit = 974.58, MSE = 0.897.

## Variable 201 added with crit = 974.5, MSE = 0.894.

## Variable 203 added with crit = 972.42, MSE = 0.89.

## Variable 206 added with crit = 970.14, MSE = 0.886.

## Variable 208 added with crit = 969.13, MSE = 0.883.

## Variable 213 added with crit = 968.62, MSE = 0.881.

## Variable 225 added with crit = 965.34, MSE = 0.875.

## Variable 233 added with crit = 963.81, MSE = 0.872.

## Variable 245 added with crit = 958.26, MSE = 0.864.

## Variable 251 added with crit = 955.79, MSE = 0.86.

## Variable 252 added with crit = 955.15, MSE = 0.857.

## Variable 259 added with crit = 954.58, MSE = 0.855.

## Variable 266 added with crit = 954.14, MSE = 0.852.

## Variable 277 added with crit = 953.38, MSE = 0.849.

## Variable 280 added with crit = 947.64, MSE = 0.842.

## Variable 293 added with crit = 946.48, MSE = 0.838.

## Variable 331 added with crit = 943.37, MSE = 0.833.

## Variable 346 added with crit = 941.23, MSE = 0.829.

## Variable 352 added with crit = 940.7, MSE = 0.827.

## Variable 354 added with crit = 940.69, MSE = 0.825.

## Variable 355 added with crit = 940.51, MSE = 0.823.

## Variable 361 added with crit = 940.48, MSE = 0.82.

## Variable 365 added with crit = 939.5, MSE = 0.817.

## Variable 366 added with crit = 938.6, MSE = 0.815.

## Variable 371 added with crit = 938.43, MSE = 0.812.

## Variable 377 added with crit = 937.72, MSE = 0.81.

## Variable 382 added with crit = 935.35, MSE = 0.805.

## Variable 388 added with crit = 932.5, MSE = 0.8.

## Variable 393 added with crit = 931.94, MSE = 0.798.

## Variable 409 added with crit = 931.35, MSE = 0.795.

## Variable 412 added with crit = 931.11, MSE = 0.793.

## Variable 415 added with crit = 931, MSE = 0.791.

## Done.

## Starting the fast-forward, 0 variables, crit = 70.72, MSE = 1.073.

## Variable 2 added with crit = 65.58, MSE = 1.066.

## Variable 3 added with crit = 54.04, MSE = 1.051.

## Variable 4 added with crit = 42.53, MSE = 1.037.

## Variable 5 added with crit = 40.68, MSE = 1.033.

## Variable 6 added with crit = 19.59, MSE = 1.01.

## Variable 20 added with crit = 19.29, MSE = 1.007.

## Variable 23 added with crit = 18.7, MSE = 1.005.

## Variable 33 added with crit = 18.49, MSE = 1.002.

## Variable 36 added with crit = 17.68, MSE = 1.

## Variable 37 added with crit = 17.12, MSE = 0.997.

## Variable 43 added with crit = 14.77, MSE = 0.993.

## Variable 44 added with crit = 13.97, MSE = 0.99.

## Variable 50 added with crit = 9.21, MSE = 0.983.

## Variable 54 added with crit = 7.4, MSE = 0.98.

## Variable 56 added with crit = 5.8, MSE = 0.976.

## Variable 57 added with crit = 5.7, MSE = 0.974.

## Variable 67 added with crit = 4.73, MSE = 0.971.

## Variable 73 added with crit = 3.64, MSE = 0.968.

## Variable 82 added with crit = 0.88, MSE = 0.964.

## Variable 85 added with crit = 0.78, MSE = 0.962.

## Variable 108 added with crit = 0.55, MSE = 0.959.

## Variable 109 added with crit = -0.05, MSE = 0.957.

## Variable 111 added with crit = -1.21, MSE = 0.954.

## Variable 113 added with crit = -2.17, MSE = 0.951.

## Variable 120 added with crit = -2.84, MSE = 0.949.

## Variable 121 added with crit = -3.21, MSE = 0.946.

## Variable 125 added with crit = -3.92, MSE = 0.944.

## Variable 136 added with crit = -4.24, MSE = 0.942.

## Variable 160 added with crit = -9.58, MSE = 0.935.

## Variable 178 added with crit = -10.12, MSE = 0.932.

## Variable 183 added with crit = -11.71, MSE = 0.929.

## Variable 186 added with crit = -13.84, MSE = 0.925.

## Variable 189 added with crit = -15.14, MSE = 0.922.

## Variable 190 added with crit = -15.15, MSE = 0.92.

## Variable 191 added with crit = -20.16, MSE = 0.914.

## Variable 192 added with crit = -20.87, MSE = 0.911.

## Variable 195 added with crit = -22.46, MSE = 0.908.

## Variable 196 added with crit = -23.69, MSE = 0.905.

## Variable 199 added with crit = -24.23, MSE = 0.903.

## Variable 200 added with crit = -31.23, MSE = 0.895.

## Variable 201 added with crit = -31.4, MSE = 0.893.

## Variable 203 added with crit = -34.06, MSE = 0.889.

## Variable 206 added with crit = -36.75, MSE = 0.884.

## Variable 208 added with crit = -38.07, MSE = 0.882.

## Variable 213 added with crit = -39.1, MSE = 0.879.

## Variable 225 added with crit = -43.12, MSE = 0.874.

## Variable 233 added with crit = -45.32, MSE = 0.87.

## Variable 245 added with crit = -52.14, MSE = 0.862.

## Variable 247 added with crit = -52.23, MSE = 0.861.

## Variable 251 added with crit = -55.57, MSE = 0.856.

## Variable 252 added with crit = -56.8, MSE = 0.853.

## Variable 255 added with crit = -56.99, MSE = 0.851.

## Variable 259 added with crit = -57.81, MSE = 0.849.

## Variable 266 added with crit = -58.78, MSE = 0.846.

## Variable 267 added with crit = -58.81, MSE = 0.845.

## Variable 277 added with crit = -60.75, MSE = 0.841.

## Variable 280 added with crit = -67.24, MSE = 0.834.

## Variable 293 added with crit = -68.91, MSE = 0.831.

## Variable 294 added with crit = -69.04, MSE = 0.829.

## Variable 305 added with crit = -69.54, MSE = 0.827.

## Variable 320 added with crit = -69.59, MSE = 0.826.

## Variable 328 added with crit = -69.65, MSE = 0.824.

## Variable 331 added with crit = -73.22, MSE = 0.819.

## Variable 346 added with crit = -75.67, MSE = 0.816.

## Variable 350 added with crit = -75.69, MSE = 0.814.

## Variable 352 added with crit = -75.98, MSE = 0.812.

## Variable 354 added with crit = -76.59, MSE = 0.81.

## Variable 355 added with crit = -77.01, MSE = 0.808.

## Variable 361 added with crit = -77.13, MSE = 0.806.

## Variable 365 added with crit = -78.43, MSE = 0.804.

## Done.

## Starting the fast-forward, 0 variables, crit = 1098.55, MSE = 1.099.

## Variable 2 added with crit = 1072.52, MSE = 1.071.

## Variable 3 added with crit = 1047.19, MSE = 1.043.

## Variable 5 added with crit = 1037.54, MSE = 1.032.

## Variable 6 added with crit = 1026.64, MSE = 1.019.

## Variable 17 added with crit = 1024.14, MSE = 1.014.

## Variable 21 added with crit = 1023.32, MSE = 1.011.

## Variable 26 added with crit = 1022.59, MSE = 1.009.

## Variable 30 added with crit = 1020.34, MSE = 1.004.

## Variable 49 added with crit = 1014.97, MSE = 0.997.

## Variable 51 added with crit = 1012.45, MSE = 0.992.

## Variable 67 added with crit = 1009.11, MSE = 0.987.

## Variable 68 added with crit = 1008.57, MSE = 0.985.

## Variable 74 added with crit = 1007.97, MSE = 0.982.

## Variable 77 added with crit = 1006.47, MSE = 0.978.

## Variable 85 added with crit = 1005.58, MSE = 0.976.

## Variable 91 added with crit = 997.58, MSE = 0.966.

## Variable 93 added with crit = 992.88, MSE = 0.959.

## Variable 95 added with crit = 992.78, MSE = 0.957.

## Variable 99 added with crit = 991.98, MSE = 0.954.

## Variable 117 added with crit = 991.28, MSE = 0.951.

## Variable 122 added with crit = 990.31, MSE = 0.948.

## Variable 124 added with crit = 989.26, MSE = 0.945.

## Variable 127 added with crit = 988.71, MSE = 0.943.

## Variable 129 added with crit = 988.56, MSE = 0.941.

## Variable 136 added with crit = 985.81, MSE = 0.936.

## Variable 141 added with crit = 983.9, MSE = 0.932.

## Variable 144 added with crit = 983.73, MSE = 0.93.

## Variable 145 added with crit = 980.66, MSE = 0.925.

## Variable 146 added with crit = 978.87, MSE = 0.921.

## Variable 151 added with crit = 978.65, MSE = 0.919.

## Variable 169 added with crit = 978.33, MSE = 0.916.

## Variable 173 added with crit = 976.96, MSE = 0.913.

## Variable 179 added with crit = 976.09, MSE = 0.91.

## Variable 180 added with crit = 975.88, MSE = 0.908.

## Variable 184 added with crit = 974.51, MSE = 0.905.

## Variable 185 added with crit = 972.77, MSE = 0.901.

## Variable 204 added with crit = 972.36, MSE = 0.898.

## Variable 205 added with crit = 971.76, MSE = 0.896.

## Variable 206 added with crit = 970.44, MSE = 0.892.

## Variable 209 added with crit = 970.13, MSE = 0.89.

## Variable 221 added with crit = 969.78, MSE = 0.888.

## Variable 232 added with crit = 967.17, MSE = 0.883.

## Variable 235 added with crit = 966.99, MSE = 0.881.

## Variable 236 added with crit = 965.55, MSE = 0.878.

## Variable 237 added with crit = 964.35, MSE = 0.874.

## Variable 243 added with crit = 964.02, MSE = 0.872.

## Variable 248 added with crit = 963.31, MSE = 0.869.

## Variable 253 added with crit = 961.97, MSE = 0.866.

## Variable 257 added with crit = 956.93, MSE = 0.859.

## Variable 260 added with crit = 956.01, MSE = 0.856.

## Variable 275 added with crit = 950.62, MSE = 0.849.

## Variable 280 added with crit = 950.4, MSE = 0.846.

## Variable 283 added with crit = 949.22, MSE = 0.843.

## Variable 290 added with crit = 948.05, MSE = 0.84.

## Variable 293 added with crit = 947.52, MSE = 0.838.

## Variable 294 added with crit = 947.49, MSE = 0.835.

## Variable 320 added with crit = 946.6, MSE = 0.833.

## Variable 323 added with crit = 945.38, MSE = 0.829.

## Variable 334 added with crit = 943.39, MSE = 0.825.

## Variable 335 added with crit = 943.11, MSE = 0.823.

## Variable 347 added with crit = 942.77, MSE = 0.821.

## Variable 354 added with crit = 941.84, MSE = 0.818.

## Variable 357 added with crit = 939.7, MSE = 0.814.

## Variable 364 added with crit = 937.83, MSE = 0.81.

## Variable 365 added with crit = 937.06, MSE = 0.807.

## Variable 373 added with crit = 936.92, MSE = 0.805.

## Variable 378 added with crit = 936.83, MSE = 0.803.

## Variable 395 added with crit = 936.75, MSE = 0.801.

## Variable 396 added with crit = 933.25, MSE = 0.795.

## Variable 400 added with crit = 933.02, MSE = 0.793.

## Done.

## Starting the fast-forward, 0 variables, crit = 93.99, MSE = 1.099.

## Variable 2 added with crit = 70.14, MSE = 1.071.

## Variable 3 added with crit = 46.28, MSE = 1.043.

## Variable 5 added with crit = 37.05, MSE = 1.032.

## Variable 6 added with crit = 26.47, MSE = 1.019.

## Variable 17 added with crit = 24.04, MSE = 1.014.

## Variable 21 added with crit = 23.26, MSE = 1.011.

## Variable 26 added with crit = 22.55, MSE = 1.009.

## Variable 30 added with crit = 20.33, MSE = 1.004.

## Variable 49 added with crit = 14.97, MSE = 0.997.

## Variable 51 added with crit = 12.42, MSE = 0.992.

## Variable 67 added with crit = 9.03, MSE = 0.987.

## Variable 68 added with crit = 8.45, MSE = 0.985.

## Variable 74 added with crit = 7.81, MSE = 0.982.

## Variable 77 added with crit = 6.23, MSE = 0.978.

## Variable 85 added with crit = 5.28, MSE = 0.976.

## Variable 91 added with crit = -3.03, MSE = 0.966.

## Variable 93 added with crit = -7.99, MSE = 0.959.

## Variable 95 added with crit = -8.18, MSE = 0.957.

## Variable 99 added with crit = -9.12, MSE = 0.954.

## Variable 117 added with crit = -9.95, MSE = 0.951.

## Variable 122 added with crit = -11.07, MSE = 0.948.

## Variable 124 added with crit = -12.29, MSE = 0.945.

## Variable 127 added with crit = -13, MSE = 0.943.

## Variable 129 added with crit = -13.28, MSE = 0.941.

## Variable 136 added with crit = -16.34, MSE = 0.936.

## Variable 141 added with crit = -18.53, MSE = 0.932.

## Variable 144 added with crit = -18.87, MSE = 0.93.

## Variable 145 added with crit = -22.33, MSE = 0.925.

## Variable 146 added with crit = -24.43, MSE = 0.921.

## Variable 151 added with crit = -24.85, MSE = 0.919.

## Variable 169 added with crit = -25.38, MSE = 0.916.

## Variable 171 added with crit = -25.55, MSE = 0.914.

## Variable 173 added with crit = -27.12, MSE = 0.911.

## Variable 179 added with crit = -28.23, MSE = 0.908.

## Variable 180 added with crit = -28.81, MSE = 0.906.

## Variable 184 added with crit = -30.72, MSE = 0.902.

## Variable 185 added with crit = -32.88, MSE = 0.899.

## Variable 204 added with crit = -33.38, MSE = 0.896.

## Variable 205 added with crit = -34.1, MSE = 0.894.

## Variable 206 added with crit = -36.12, MSE = 0.89.

## Variable 209 added with crit = -36.81, MSE = 0.888.

## Variable 221 added with crit = -37.28, MSE = 0.886.

## Variable 232 added with crit = -40.46, MSE = 0.881.

## Variable 235 added with crit = -40.95, MSE = 0.879.

## Variable 236 added with crit = -42.87, MSE = 0.876.

## Variable 237 added with crit = -44.55, MSE = 0.872.

## Variable 243 added with crit = -45.33, MSE = 0.87.

## Variable 245 added with crit = -45.63, MSE = 0.868.

## Variable 248 added with crit = -46.79, MSE = 0.865.

## Variable 253 added with crit = -48.52, MSE = 0.862.

## Variable 257 added with crit = -54.8, MSE = 0.855.

## Variable 260 added with crit = -55.74, MSE = 0.852.

## Variable 261 added with crit = -55.77, MSE = 0.851.

## Variable 275 added with crit = -63.48, MSE = 0.842.

## Variable 280 added with crit = -64.16, MSE = 0.84.

## Variable 283 added with crit = -66.05, MSE = 0.837.

## Variable 290 added with crit = -67.7, MSE = 0.834.

## Variable 292 added with crit = -68.11, MSE = 0.832.

## Variable 293 added with crit = -69.23, MSE = 0.829.

## Variable 320 added with crit = -70.57, MSE = 0.826.

## Variable 323 added with crit = -72.81, MSE = 0.823.

## Variable 334 added with crit = -75.59, MSE = 0.819.

## Variable 335 added with crit = -76.62, MSE = 0.817.

## Variable 347 added with crit = -77.12, MSE = 0.815.

## Variable 354 added with crit = -79.87, MSE = 0.811.

## Variable 357 added with crit = -83.21, MSE = 0.806.

## Variable 364 added with crit = -85.66, MSE = 0.803.

## Variable 365 added with crit = -86.32, MSE = 0.801.

## Variable 372 added with crit = -86.73, MSE = 0.799.

## Variable 373 added with crit = -87.98, MSE = 0.796.

## Done.

## Starting the fast-forward, 0 variables, crit = 1093.14, MSE = 1.093.

## Variable 2 added with crit = 1084.46, MSE = 1.082.

## Variable 3 added with crit = 1077.69, MSE = 1.074.

## Variable 4 added with crit = 1052.95, MSE = 1.047.

## Variable 5 added with crit = 1048.95, MSE = 1.041.

## Variable 6 added with crit = 1032.52, MSE = 1.023.

## Variable 7 added with crit = 1031.68, MSE = 1.02.

## Variable 11 added with crit = 1030.73, MSE = 1.017.

## Variable 12 added with crit = 1025.46, MSE = 1.009.

## Variable 17 added with crit = 1023.57, MSE = 1.006.

## Variable 25 added with crit = 1023.02, MSE = 1.003.

## Variable 28 added with crit = 1022.89, MSE = 1.001.

## Variable 44 added with crit = 1022.68, MSE = 0.999.

## Variable 46 added with crit = 1021.18, MSE = 0.995.

## Variable 53 added with crit = 1020.01, MSE = 0.992.

## Variable 55 added with crit = 1019.6, MSE = 0.99.

## Variable 64 added with crit = 1017.44, MSE = 0.985.

## Variable 68 added with crit = 1016.18, MSE = 0.982.

## Variable 83 added with crit = 1016.15, MSE = 0.98.

## Variable 85 added with crit = 1013.25, MSE = 0.975.

## Variable 86 added with crit = 1012.13, MSE = 0.972.

## Variable 98 added with crit = 1011.01, MSE = 0.969.

## Variable 100 added with crit = 1009.39, MSE = 0.965.

## Variable 111 added with crit = 1009.24, MSE = 0.963.

## Variable 114 added with crit = 1007.41, MSE = 0.959.

## Variable 117 added with crit = 1001.3, MSE = 0.951.

## Variable 122 added with crit = 996.98, MSE = 0.945.

## Variable 123 added with crit = 996.28, MSE = 0.942.

## Variable 127 added with crit = 994.86, MSE = 0.939.

## Variable 128 added with crit = 991.88, MSE = 0.934.

## Variable 132 added with crit = 986.59, MSE = 0.927.

## Variable 135 added with crit = 985.1, MSE = 0.923.

## Variable 141 added with crit = 984.23, MSE = 0.92.

## Variable 147 added with crit = 984.17, MSE = 0.918.

## Variable 151 added with crit = 981.41, MSE = 0.913.

## Variable 154 added with crit = 979.66, MSE = 0.91.

## Variable 162 added with crit = 978.13, MSE = 0.906.

## Variable 163 added with crit = 977.28, MSE = 0.903.

## Variable 167 added with crit = 976.49, MSE = 0.9.

## Variable 170 added with crit = 974.09, MSE = 0.896.

## Variable 171 added with crit = 973.26, MSE = 0.893.

## Variable 174 added with crit = 972.75, MSE = 0.891.

## Variable 181 added with crit = 972.23, MSE = 0.888.

## Variable 186 added with crit = 971.85, MSE = 0.886.

## Variable 194 added with crit = 967.58, MSE = 0.88.

## Variable 195 added with crit = 962.91, MSE = 0.873.

## Variable 198 added with crit = 959.19, MSE = 0.867.

## Variable 199 added with crit = 959.07, MSE = 0.865.

## Variable 225 added with crit = 958.06, MSE = 0.862.

## Variable 229 added with crit = 957.14, MSE = 0.859.

## Variable 231 added with crit = 957.14, MSE = 0.857.

## Variable 239 added with crit = 956.7, MSE = 0.855.

## Variable 244 added with crit = 956.26, MSE = 0.852.

## Variable 249 added with crit = 954.22, MSE = 0.848.

## Variable 257 added with crit = 953.54, MSE = 0.846.

## Variable 260 added with crit = 951.78, MSE = 0.842.

## Variable 270 added with crit = 949.67, MSE = 0.838.

## Variable 278 added with crit = 949.24, MSE = 0.835.

## Variable 299 added with crit = 946.29, MSE = 0.83.

## Variable 309 added with crit = 943.75, MSE = 0.826.

## Variable 314 added with crit = 942.11, MSE = 0.822.

## Variable 319 added with crit = 939.22, MSE = 0.817.

## Variable 326 added with crit = 936.35, MSE = 0.812.

## Variable 330 added with crit = 934.91, MSE = 0.809.

## Variable 348 added with crit = 934.61, MSE = 0.807.

## Variable 360 added with crit = 934.1, MSE = 0.804.

## Variable 364 added with crit = 932.41, MSE = 0.8.

## Variable 373 added with crit = 930.67, MSE = 0.797.

## Variable 383 added with crit = 930.67, MSE = 0.795.

## Variable 385 added with crit = 928.71, MSE = 0.791.

## Variable 396 added with crit = 928.43, MSE = 0.788.

## Done.

## Starting the fast-forward, 0 variables, crit = 89.05, MSE = 1.093.

## Variable 2 added with crit = 81.24, MSE = 1.082.

## Variable 3 added with crit = 75.1, MSE = 1.074.

## Variable 4 added with crit = 51.88, MSE = 1.047.

## Variable 5 added with crit = 48.13, MSE = 1.041.

## Variable 6 added with crit = 32.27, MSE = 1.023.

## Variable 7 added with crit = 31.49, MSE = 1.02.

## Variable 11 added with crit = 30.6, MSE = 1.017.

## Variable 12 added with crit = 25.42, MSE = 1.009.

## Variable 17 added with crit = 23.56, MSE = 1.006.

## Variable 25 added with crit = 23.02, MSE = 1.003.

## Variable 28 added with crit = 22.89, MSE = 1.001.

## Variable 44 added with crit = 22.68, MSE = 0.999.

## Variable 46 added with crit = 21.17, MSE = 0.995.

## Variable 53 added with crit = 19.98, MSE = 0.992.

## Variable 55 added with crit = 19.55, MSE = 0.99.

## Variable 64 added with crit = 17.34, MSE = 0.985.

## Variable 68 added with crit = 16.02, MSE = 0.982.

## Variable 83 added with crit = 15.96, MSE = 0.98.

## Variable 85 added with crit = 12.93, MSE = 0.975.

## Variable 86 added with crit = 11.74, MSE = 0.972.

## Variable 98 added with crit = 10.52, MSE = 0.969.

## Variable 100 added with crit = 8.78, MSE = 0.965.

## Variable 111 added with crit = 8.54, MSE = 0.963.

## Variable 114 added with crit = 6.57, MSE = 0.959.

## Variable 117 added with crit = 0.08, MSE = 0.951.

## Variable 122 added with crit = -4.59, MSE = 0.945.

## Variable 123 added with crit = -5.45, MSE = 0.942.

## Variable 127 added with crit = -7.09, MSE = 0.939.

## Variable 128 added with crit = -10.4, MSE = 0.934.

## Variable 132 added with crit = -16.24, MSE = 0.927.

## Variable 135 added with crit = -18.02, MSE = 0.923.

## Variable 141 added with crit = -19.13, MSE = 0.92.

## Variable 147 added with crit = -19.38, MSE = 0.918.

## Variable 151 added with crit = -22.57, MSE = 0.913.

## Variable 154 added with crit = -24.69, MSE = 0.91.

## Variable 162 added with crit = -26.57, MSE = 0.906.

## Variable 163 added with crit = -27.72, MSE = 0.903.

## Variable 167 added with crit = -28.82, MSE = 0.9.

## Variable 170 added with crit = -31.71, MSE = 0.896.

## Variable 171 added with crit = -32.87, MSE = 0.893.

## Variable 174 added with crit = -33.69, MSE = 0.891.

## Variable 181 added with crit = -34.53, MSE = 0.888.

## Variable 186 added with crit = -35.21, MSE = 0.886.

## Variable 188 added with crit = -35.46, MSE = 0.884.

## Variable 194 added with crit = -40.28, MSE = 0.878.

## Variable 195 added with crit = -46.02, MSE = 0.871.

## Variable 198 added with crit = -50.87, MSE = 0.865.

## Variable 199 added with crit = -51.33, MSE = 0.863.

## Variable 202 added with crit = -51.45, MSE = 0.861.

## Variable 225 added with crit = -53.22, MSE = 0.858.

## Variable 229 added with crit = -54.76, MSE = 0.855.

## Variable 231 added with crit = -55.1, MSE = 0.853.

## Variable 239 added with crit = -56.19, MSE = 0.85.

## Variable 244 added with crit = -56.77, MSE = 0.848.

## Variable 249 added with crit = -59.95, MSE = 0.844.

## Variable 257 added with crit = -61.5, MSE = 0.841.

## Variable 260 added with crit = -64.13, MSE = 0.837.

## Variable 270 added with crit = -66.84, MSE = 0.833.

## Variable 278 added with crit = -67.63, MSE = 0.831.

## Variable 299 added with crit = -70.87, MSE = 0.826.

## Variable 307 added with crit = -71.17, MSE = 0.824.

## Variable 309 added with crit = -75.09, MSE = 0.819.

## Variable 312 added with crit = -75.55, MSE = 0.817.

## Variable 314 added with crit = -78.05, MSE = 0.814.

## Variable 319 added with crit = -81.94, MSE = 0.809.

## Variable 326 added with crit = -85.46, MSE = 0.805.

## Variable 330 added with crit = -87.82, MSE = 0.801.

## Variable 348 added with crit = -88.29, MSE = 0.799.

## Variable 360 added with crit = -89.14, MSE = 0.797.

## Variable 362 added with crit = -89.34, MSE = 0.795.

## Done.

## Starting the fast-forward, 0 variables, crit = 1087.18, MSE = 1.087.

## Variable 2 added with crit = 1070.32, MSE = 1.068.

## Variable 3 added with crit = 1056.98, MSE = 1.053.

## Variable 4 added with crit = 1053.39, MSE = 1.047.

## Variable 5 added with crit = 1050.74, MSE = 1.043.

## Variable 6 added with crit = 1046.62, MSE = 1.037.

## Variable 9 added with crit = 1042.1, MSE = 1.03.

## Variable 12 added with crit = 1041.02, MSE = 1.027.

## Variable 24 added with crit = 1040.08, MSE = 1.024.

## Variable 27 added with crit = 1038.07, MSE = 1.02.

## Variable 39 added with crit = 1036.08, MSE = 1.016.

## Variable 42 added with crit = 1034.19, MSE = 1.012.

## Variable 43 added with crit = 1033.85, MSE = 1.01.

## Variable 48 added with crit = 1031.39, MSE = 1.005.

## Variable 49 added with crit = 1029.37, MSE = 1.001.

## Variable 54 added with crit = 1028.64, MSE = 0.999.

## Variable 61 added with crit = 1025.15, MSE = 0.993.

## Variable 64 added with crit = 1023.42, MSE = 0.989.

## Variable 65 added with crit = 1022.88, MSE = 0.987.

## Variable 67 added with crit = 1021.89, MSE = 0.984.

## Variable 68 added with crit = 1019.63, MSE = 0.98.

## Variable 70 added with crit = 1017.96, MSE = 0.976.

## Variable 77 added with crit = 1017.16, MSE = 0.973.

## Variable 79 added with crit = 1016.8, MSE = 0.971.

## Variable 85 added with crit = 1016.68, MSE = 0.969.

## Variable 86 added with crit = 1016.67, MSE = 0.967.

## Variable 88 added with crit = 1016.52, MSE = 0.965.

## Variable 91 added with crit = 1015.73, MSE = 0.962.

## Variable 112 added with crit = 1013.56, MSE = 0.958.

## Variable 114 added with crit = 1009.74, MSE = 0.952.

## Variable 118 added with crit = 1004.9, MSE = 0.945.

## Variable 126 added with crit = 1001.83, MSE = 0.94.

## Variable 136 added with crit = 998.38, MSE = 0.934.

## Variable 142 added with crit = 997.56, MSE = 0.932.

## Variable 153 added with crit = 996.39, MSE = 0.928.

## Variable 154 added with crit = 996.21, MSE = 0.926.

## Variable 170 added with crit = 995.19, MSE = 0.923.

## Variable 174 added with crit = 994.5, MSE = 0.921.

## Variable 185 added with crit = 993.29, MSE = 0.917.

## Variable 188 added with crit = 989.39, MSE = 0.911.

## Variable 190 added with crit = 986.99, MSE = 0.907.

## Variable 197 added with crit = 985.83, MSE = 0.904.

## Variable 204 added with crit = 984.76, MSE = 0.901.

## Variable 213 added with crit = 983.95, MSE = 0.898.

## Variable 217 added with crit = 983.23, MSE = 0.895.

## Variable 220 added with crit = 982.46, MSE = 0.892.

## Variable 240 added with crit = 981.85, MSE = 0.89.

## Variable 245 added with crit = 978.18, MSE = 0.884.

## Variable 255 added with crit = 976.76, MSE = 0.881.

## Variable 258 added with crit = 975.14, MSE = 0.877.

## Variable 259 added with crit = 975.07, MSE = 0.875.

## Variable 261 added with crit = 973.51, MSE = 0.872.

## Variable 265 added with crit = 973.05, MSE = 0.869.

## Variable 267 added with crit = 969.31, MSE = 0.863.

## Variable 273 added with crit = 965.14, MSE = 0.857.

## Variable 274 added with crit = 962.96, MSE = 0.853.

## Variable 282 added with crit = 962.34, MSE = 0.85.

## Variable 287 added with crit = 958.75, MSE = 0.845.

## Variable 291 added with crit = 958.23, MSE = 0.842.

## Variable 294 added with crit = 955.78, MSE = 0.838.

## Variable 300 added with crit = 953.17, MSE = 0.833.

## Variable 301 added with crit = 952.89, MSE = 0.831.

## Variable 311 added with crit = 952.85, MSE = 0.829.

## Variable 313 added with crit = 952.78, MSE = 0.827.

## Variable 314 added with crit = 949.99, MSE = 0.822.

## Variable 322 added with crit = 945.76, MSE = 0.816.

## Variable 324 added with crit = 944.15, MSE = 0.812.

## Variable 328 added with crit = 943.49, MSE = 0.809.

## Variable 331 added with crit = 942.45, MSE = 0.806.

## Variable 346 added with crit = 942.18, MSE = 0.804.

## Variable 358 added with crit = 941.93, MSE = 0.802.

## Done.

## Starting the fast-forward, 0 variables, crit = 83.59, MSE = 1.087.

## Variable 2 added with crit = 68.08, MSE = 1.068.

## Variable 3 added with crit = 55.62, MSE = 1.053.

## Variable 4 added with crit = 52.31, MSE = 1.047.

## Variable 5 added with crit = 49.85, MSE = 1.043.

## Variable 6 added with crit = 45.97, MSE = 1.037.

## Variable 9 added with crit = 41.66, MSE = 1.03.

## Variable 12 added with crit = 40.66, MSE = 1.027.

## Variable 24 added with crit = 39.8, MSE = 1.024.

## Variable 27 added with crit = 37.87, MSE = 1.02.

## Variable 39 added with crit = 35.96, MSE = 1.016.

## Variable 42 added with crit = 34.12, MSE = 1.012.

## Variable 43 added with crit = 33.8, MSE = 1.01.

## Variable 48 added with crit = 31.38, MSE = 1.005.

## Variable 49 added with crit = 29.37, MSE = 1.001.

## Variable 54 added with crit = 28.64, MSE = 0.999.

## Variable 61 added with crit = 25.13, MSE = 0.993.

## Variable 64 added with crit = 23.36, MSE = 0.989.

## Variable 65 added with crit = 22.8, MSE = 0.987.

## Variable 67 added with crit = 21.76, MSE = 0.984.

## Variable 68 added with crit = 19.42, MSE = 0.98.

## Variable 70 added with crit = 17.67, MSE = 0.976.

## Variable 77 added with crit = 16.79, MSE = 0.973.

## Variable 79 added with crit = 16.37, MSE = 0.971.

## Variable 85 added with crit = 16.18, MSE = 0.969.

## Variable 86 added with crit = 16.1, MSE = 0.967.

## Variable 88 added with crit = 15.87, MSE = 0.965.

## Variable 91 added with crit = 14.98, MSE = 0.962.

## Variable 112 added with crit = 12.64, MSE = 0.958.

## Variable 114 added with crit = 8.54, MSE = 0.952.

## Variable 118 added with crit = 3.33, MSE = 0.945.

## Variable 126 added with crit = -0.06, MSE = 0.94.

## Variable 136 added with crit = -3.88, MSE = 0.934.

## Variable 142 added with crit = -4.9, MSE = 0.932.

## Variable 153 added with crit = -6.3, MSE = 0.928.

## Variable 154 added with crit = -6.66, MSE = 0.926.

## Variable 170 added with crit = -7.92, MSE = 0.923.

## Variable 174 added with crit = -8.84, MSE = 0.921.

## Variable 185 added with crit = -10.33, MSE = 0.917.

## Variable 188 added with crit = -14.79, MSE = 0.911.

## Variable 190 added with crit = -17.62, MSE = 0.907.

## Variable 197 added with crit = -19.11, MSE = 0.904.

## Variable 204 added with crit = -20.52, MSE = 0.901.

## Variable 213 added with crit = -21.64, MSE = 0.898.

## Variable 217 added with crit = -22.68, MSE = 0.895.

## Variable 220 added with crit = -23.78, MSE = 0.892.

## Variable 233 added with crit = -23.99, MSE = 0.89.

## Variable 240 added with crit = -24.82, MSE = 0.888.

## Variable 245 added with crit = -28.91, MSE = 0.883.

## Variable 255 added with crit = -31.11, MSE = 0.879.

## Variable 258 added with crit = -33.05, MSE = 0.875.

## Variable 259 added with crit = -33.18, MSE = 0.874.

## Variable 261 added with crit = -35.29, MSE = 0.87.

## Variable 265 added with crit = -36.12, MSE = 0.868.

## Variable 267 added with crit = -40.76, MSE = 0.862.

## Variable 273 added with crit = -46.05, MSE = 0.856.

## Variable 274 added with crit = -48.89, MSE = 0.851.

## Variable 278 added with crit = -48.92, MSE = 0.85.

## Variable 279 added with crit = -49.41, MSE = 0.848.

## Variable 282 added with crit = -50.22, MSE = 0.845.

## Variable 287 added with crit = -54.16, MSE = 0.84.

## Variable 291 added with crit = -54.84, MSE = 0.838.

## Variable 292 added with crit = -55.56, MSE = 0.836.

## Variable 294 added with crit = -59.06, MSE = 0.831.

## Variable 298 added with crit = -59.06, MSE = 0.829.

## Variable 300 added with crit = -62.82, MSE = 0.825.

## Variable 301 added with crit = -63.66, MSE = 0.822.

## Variable 311 added with crit = -63.89, MSE = 0.82.

## Variable 313 added with crit = -64.58, MSE = 0.818.

## Variable 314 added with crit = -69.16, MSE = 0.813.

## Variable 322 added with crit = -75.07, MSE = 0.806.

## Done.

## Starting the fast-forward, 0 variables, crit = 1024.14, MSE = 1.024.

## Variable 2 added with crit = 1019.7, MSE = 1.018.

## Variable 3 added with crit = 1005.57, MSE = 1.002.

## Variable 4 added with crit = 1001.48, MSE = 0.995.

## Variable 5 added with crit = 996.95, MSE = 0.989.

## Variable 6 added with crit = 990.3, MSE = 0.98.

## Variable 16 added with crit = 990.12, MSE = 0.978.

## Variable 27 added with crit = 985.9, MSE = 0.972.

## Variable 34 added with crit = 985.33, MSE = 0.969.

## Variable 39 added with crit = 984.24, MSE = 0.966.

## Variable 40 added with crit = 983.48, MSE = 0.963.

## Variable 44 added with crit = 982.63, MSE = 0.961.

## Variable 47 added with crit = 982.52, MSE = 0.959.

## Variable 54 added with crit = 980.77, MSE = 0.955.

## Variable 61 added with crit = 980.7, MSE = 0.953.

## Variable 65 added with crit = 976.21, MSE = 0.946.

## Variable 79 added with crit = 974.27, MSE = 0.942.

## Variable 83 added with crit = 973.2, MSE = 0.939.

## Variable 86 added with crit = 972.93, MSE = 0.937.

## Variable 103 added with crit = 972.81, MSE = 0.935.

## Variable 105 added with crit = 969.9, MSE = 0.93.

## Variable 112 added with crit = 969.84, MSE = 0.928.

## Variable 125 added with crit = 964.71, MSE = 0.921.

## Variable 145 added with crit = 960.81, MSE = 0.915.

## Variable 147 added with crit = 956.23, MSE = 0.908.

## Variable 154 added with crit = 955.88, MSE = 0.906.

## Variable 172 added with crit = 955.71, MSE = 0.904.

## Variable 175 added with crit = 952.64, MSE = 0.899.

## Variable 176 added with crit = 951.25, MSE = 0.895.

## Variable 182 added with crit = 949.07, MSE = 0.891.

## Variable 197 added with crit = 948.65, MSE = 0.889.

## Variable 216 added with crit = 948.11, MSE = 0.886.

## Variable 236 added with crit = 947.29, MSE = 0.883.

## Variable 238 added with crit = 946.25, MSE = 0.88.

## Variable 244 added with crit = 943.36, MSE = 0.875.

## Variable 247 added with crit = 942.04, MSE = 0.872.

## Variable 261 added with crit = 941.94, MSE = 0.87.

## Variable 263 added with crit = 941.84, MSE = 0.868.

## Variable 278 added with crit = 941.81, MSE = 0.866.

## Variable 282 added with crit = 941.47, MSE = 0.863.

## Variable 283 added with crit = 940.28, MSE = 0.86.

## Variable 285 added with crit = 940.15, MSE = 0.858.

## Variable 300 added with crit = 930.3, MSE = 0.846.

## Variable 302 added with crit = 929.32, MSE = 0.843.

## Variable 304 added with crit = 929.12, MSE = 0.841.

## Variable 305 added with crit = 928.95, MSE = 0.839.

## Variable 316 added with crit = 928.07, MSE = 0.836.

## Variable 329 added with crit = 926.98, MSE = 0.833.

## Variable 335 added with crit = 926.88, MSE = 0.831.

## Variable 347 added with crit = 926.17, MSE = 0.828.

## Variable 360 added with crit = 923.3, MSE = 0.823.

## Variable 376 added with crit = 921.68, MSE = 0.82.

## Variable 379 added with crit = 920.21, MSE = 0.816.

## Variable 392 added with crit = 919.5, MSE = 0.814.

## Variable 399 added with crit = 918.88, MSE = 0.811.

## Variable 402 added with crit = 915.21, MSE = 0.805.

## Variable 404 added with crit = 914.3, MSE = 0.802.

## Variable 406 added with crit = 912.28, MSE = 0.798.

## Variable 417 added with crit = 912.11, MSE = 0.796.

## Variable 420 added with crit = 910.8, MSE = 0.793.

## Variable 437 added with crit = 910.43, MSE = 0.79.

## Variable 438 added with crit = 910.03, MSE = 0.788.

## Variable 440 added with crit = 903.38, MSE = 0.779.

## Variable 441 added with crit = 899.3, MSE = 0.773.

## Variable 450 added with crit = 899.28, MSE = 0.771.

## Variable 516 added with crit = 898.93, MSE = 0.769.

## Variable 517 added with crit = 898.73, MSE = 0.767.

## Variable 525 added with crit = 897.54, MSE = 0.764.

## Variable 527 added with crit = 897.14, MSE = 0.761.

## Variable 539 added with crit = 895.88, MSE = 0.758.

## Variable 540 added with crit = 893.5, MSE = 0.754.

## Done.

## Starting the fast-forward, 0 variables, crit = 23.86, MSE = 1.024.

## Variable 2 added with crit = 19.54, MSE = 1.018.

## Variable 3 added with crit = 5.57, MSE = 1.002.

## Variable 4 added with crit = 1.47, MSE = 0.995.

## Variable 5 added with crit = -3.11, MSE = 0.989.

## Variable 6 added with crit = -9.9, MSE = 0.98.

## Variable 16 added with crit = -10.12, MSE = 0.978.

## Variable 27 added with crit = -14.5, MSE = 0.972.

## Variable 34 added with crit = -15.15, MSE = 0.969.

## Variable 39 added with crit = -16.34, MSE = 0.966.

## Variable 40 added with crit = -17.2, MSE = 0.963.

## Variable 44 added with crit = -18.16, MSE = 0.961.

## Variable 47 added with crit = -18.37, MSE = 0.959.

## Variable 54 added with crit = -20.29, MSE = 0.955.

## Variable 61 added with crit = -20.45, MSE = 0.953.

## Variable 65 added with crit = -25.29, MSE = 0.946.

## Variable 79 added with crit = -27.46, MSE = 0.942.

## Variable 83 added with crit = -28.73, MSE = 0.939.

## Variable 86 added with crit = -29.15, MSE = 0.937.

## Variable 103 added with crit = -29.41, MSE = 0.935.

## Variable 105 added with crit = -32.68, MSE = 0.93.

## Variable 112 added with crit = -32.89, MSE = 0.928.

## Variable 125 added with crit = -38.61, MSE = 0.921.

## Variable 127 added with crit = -38.63, MSE = 0.919.

## Variable 128 added with crit = -38.75, MSE = 0.917.

## Variable 145 added with crit = -43.4, MSE = 0.911.

## Variable 147 added with crit = -48.42, MSE = 0.904.

## Variable 154 added with crit = -49.14, MSE = 0.902.

## Variable 172 added with crit = -49.36, MSE = 0.9.

## Variable 175 added with crit = -53.5, MSE = 0.894.

## Variable 176 added with crit = -55.19, MSE = 0.891.

## Variable 182 added with crit = -57.99, MSE = 0.887.

## Variable 197 added with crit = -58.65, MSE = 0.885.

## Variable 208 added with crit = -58.7, MSE = 0.883.

## Variable 215 added with crit = -58.98, MSE = 0.881.

## Variable 216 added with crit = -60.08, MSE = 0.878.

## Variable 230 added with crit = -60.46, MSE = 0.876.

## Variable 236 added with crit = -61.59, MSE = 0.873.

## Variable 238 added with crit = -62.96, MSE = 0.87.

## Variable 239 added with crit = -63.46, MSE = 0.868.

## Variable 244 added with crit = -67, MSE = 0.863.

## Variable 247 added with crit = -68.92, MSE = 0.86.

## Variable 261 added with crit = -69.38, MSE = 0.858.

## Variable 263 added with crit = -70.26, MSE = 0.855.

## Variable 265 added with crit = -70.36, MSE = 0.854.

## Variable 278 added with crit = -70.95, MSE = 0.851.

## Variable 282 added with crit = -71.37, MSE = 0.849.

## Variable 283 added with crit = -72.89, MSE = 0.846.

## Variable 285 added with crit = -73.6, MSE = 0.844.

## Variable 300 added with crit = -87.39, MSE = 0.831.

## Variable 302 added with crit = -88.72, MSE = 0.828.

## Variable 304 added with crit = -89.74, MSE = 0.826.

## Variable 305 added with crit = -90.43, MSE = 0.823.

## Variable 309 added with crit = -90.91, MSE = 0.821.

## Variable 316 added with crit = -91.74, MSE = 0.819.

## Variable 318 added with crit = -92.51, MSE = 0.817.

## Variable 329 added with crit = -92.96, MSE = 0.815.

## Variable 335 added with crit = -93.16, MSE = 0.813.

## Variable 347 added with crit = -94.93, MSE = 0.81.

## Variable 360 added with crit = -97.7, MSE = 0.806.

## Variable 376 added with crit = -101.75, MSE = 0.801.

## Variable 379 added with crit = -104.22, MSE = 0.798.

## Variable 392 added with crit = -105.44, MSE = 0.795.

## Variable 399 added with crit = -107.55, MSE = 0.792.

## Variable 402 added with crit = -111.82, MSE = 0.787.

## Variable 403 added with crit = -111.91, MSE = 0.785.

## Variable 404 added with crit = -112.98, MSE = 0.783.

## Variable 406 added with crit = -115.3, MSE = 0.779.

## Variable 412 added with crit = -115.44, MSE = 0.778.

## Variable 414 added with crit = -115.84, MSE = 0.776.

## Variable 417 added with crit = -116.53, MSE = 0.774.

## Done.

## Starting the fast-forward, 0 variables, crit = 1089.13, MSE = 1.089.

## Variable 2 added with crit = 1080.82, MSE = 1.079.

## Variable 3 added with crit = 1077.39, MSE = 1.073.

## Variable 4 added with crit = 1072.54, MSE = 1.067.

## Variable 5 added with crit = 1055.66, MSE = 1.048.

## Variable 6 added with crit = 1049.98, MSE = 1.04.

## Variable 16 added with crit = 1048.45, MSE = 1.036.

## Variable 32 added with crit = 1045.8, MSE = 1.032.

## Variable 46 added with crit = 1044.34, MSE = 1.028.

## Variable 51 added with crit = 1043.96, MSE = 1.026.

## Variable 52 added with crit = 1043.38, MSE = 1.023.

## Variable 56 added with crit = 1043.03, MSE = 1.021.

## Variable 57 added with crit = 1040.9, MSE = 1.017.

## Variable 60 added with crit = 1038.61, MSE = 1.013.

## Variable 67 added with crit = 1038.38, MSE = 1.01.

## Variable 71 added with crit = 1035.22, MSE = 1.005.

## Variable 77 added with crit = 1030.36, MSE = 0.998.

## Variable 84 added with crit = 1029.82, MSE = 0.996.

## Variable 95 added with crit = 1025.5, MSE = 0.989.

## Variable 100 added with crit = 1024.53, MSE = 0.987.

## Variable 102 added with crit = 1023.46, MSE = 0.983.

## Variable 107 added with crit = 1023, MSE = 0.981.

## Variable 126 added with crit = 1022.71, MSE = 0.979.

## Variable 130 added with crit = 1018.66, MSE = 0.973.

## Variable 153 added with crit = 1018.26, MSE = 0.97.

## Variable 157 added with crit = 1015.2, MSE = 0.965.

## Variable 172 added with crit = 1013.86, MSE = 0.962.

## Variable 183 added with crit = 1009.68, MSE = 0.956.

## Variable 186 added with crit = 1006.97, MSE = 0.951.

## Variable 191 added with crit = 1006.46, MSE = 0.948.

## Variable 195 added with crit = 1004.73, MSE = 0.945.

## Variable 198 added with crit = 1003.74, MSE = 0.942.

## Variable 201 added with crit = 1001.9, MSE = 0.938.

## Variable 206 added with crit = 1001.83, MSE = 0.936.

## Variable 211 added with crit = 1000.34, MSE = 0.932.

## Variable 213 added with crit = 999.81, MSE = 0.93.

## Variable 226 added with crit = 999.5, MSE = 0.928.

## Variable 231 added with crit = 999.24, MSE = 0.925.

## Variable 237 added with crit = 993.23, MSE = 0.917.

## Variable 252 added with crit = 989.87, MSE = 0.912.

## Variable 255 added with crit = 988.83, MSE = 0.909.

## Variable 259 added with crit = 988.17, MSE = 0.906.

## Variable 262 added with crit = 987.16, MSE = 0.903.

## Variable 283 added with crit = 983.6, MSE = 0.898.

## Variable 285 added with crit = 981.33, MSE = 0.893.

## Variable 290 added with crit = 980.48, MSE = 0.89.

## Variable 300 added with crit = 979.87, MSE = 0.888.

## Variable 315 added with crit = 979.31, MSE = 0.885.

## Variable 323 added with crit = 979.08, MSE = 0.883.

## Variable 324 added with crit = 976.21, MSE = 0.878.

## Variable 330 added with crit = 974.78, MSE = 0.875.

## Variable 337 added with crit = 974.78, MSE = 0.873.

## Variable 342 added with crit = 971.24, MSE = 0.867.

## Variable 345 added with crit = 966.86, MSE = 0.861.

## Variable 347 added with crit = 966.56, MSE = 0.859.

## Variable 354 added with crit = 966.16, MSE = 0.856.

## Variable 356 added with crit = 965.68, MSE = 0.854.

## Variable 357 added with crit = 964.95, MSE = 0.851.

## Variable 358 added with crit = 962.13, MSE = 0.846.

## Variable 361 added with crit = 961.58, MSE = 0.844.

## Variable 372 added with crit = 961.33, MSE = 0.841.

## Variable 379 added with crit = 959.36, MSE = 0.837.

## Variable 394 added with crit = 955.42, MSE = 0.831.

## Variable 406 added with crit = 955.22, MSE = 0.829.

## Variable 431 added with crit = 955.08, MSE = 0.827.

## Variable 453 added with crit = 954.68, MSE = 0.825.

## Variable 455 added with crit = 954.65, MSE = 0.823.

## Variable 477 added with crit = 951.75, MSE = 0.818.

## Variable 481 added with crit = 950.35, MSE = 0.814.

## Variable 486 added with crit = 949.35, MSE = 0.811.

## Variable 500 added with crit = 945.7, MSE = 0.806.

## Done.

## Starting the fast-forward, 0 variables, crit = 85.38, MSE = 1.089.

## Variable 2 added with crit = 77.87, MSE = 1.079.

## Variable 3 added with crit = 74.82, MSE = 1.073.

## Variable 4 added with crit = 70.42, MSE = 1.067.

## Variable 5 added with crit = 54.56, MSE = 1.048.

## Variable 6 added with crit = 49.2, MSE = 1.04.

## Variable 16 added with crit = 47.8, MSE = 1.036.

## Variable 32 added with crit = 45.3, MSE = 1.032.

## Variable 46 added with crit = 43.95, MSE = 1.028.

## Variable 51 added with crit = 43.63, MSE = 1.026.

## Variable 52 added with crit = 43.11, MSE = 1.023.

## Variable 56 added with crit = 42.82, MSE = 1.021.

## Variable 57 added with crit = 40.76, MSE = 1.017.

## Variable 60 added with crit = 38.53, MSE = 1.013.

## Variable 67 added with crit = 38.33, MSE = 1.01.

## Variable 71 added with crit = 35.2, MSE = 1.005.

## Variable 77 added with crit = 30.36, MSE = 0.998.

## Variable 84 added with crit = 29.81, MSE = 0.996.

## Variable 95 added with crit = 25.44, MSE = 0.989.

## Variable 100 added with crit = 24.44, MSE = 0.987.

## Variable 102 added with crit = 23.32, MSE = 0.983.

## Variable 107 added with crit = 22.82, MSE = 0.981.

## Variable 126 added with crit = 22.48, MSE = 0.979.

## Variable 130 added with crit = 18.28, MSE = 0.973.

## Variable 153 added with crit = 17.8, MSE = 0.97.

## Variable 157 added with crit = 14.58, MSE = 0.965.

## Variable 172 added with crit = 13.12, MSE = 0.962.

## Variable 183 added with crit = 8.67, MSE = 0.956.

## Variable 186 added with crit = 5.72, MSE = 0.951.

## Variable 191 added with crit = 5.08, MSE = 0.948.

## Variable 195 added with crit = 3.14, MSE = 0.945.

## Variable 198 added with crit = 1.98, MSE = 0.942.

## Variable 201 added with crit = -0.12, MSE = 0.938.

## Variable 206 added with crit = -0.32, MSE = 0.936.

## Variable 211 added with crit = -2.05, MSE = 0.932.

## Variable 213 added with crit = -2.78, MSE = 0.93.

## Variable 226 added with crit = -3.26, MSE = 0.928.

## Variable 231 added with crit = -3.7, MSE = 0.925.

## Variable 237 added with crit = -10.4, MSE = 0.917.

## Variable 238 added with crit = -10.4, MSE = 0.915.

## Variable 252 added with crit = -14.17, MSE = 0.91.

## Variable 255 added with crit = -15.22, MSE = 0.907.

## Variable 259 added with crit = -16.15, MSE = 0.905.

## Variable 262 added with crit = -17.67, MSE = 0.902.

## Variable 283 added with crit = -22.07, MSE = 0.896.

## Variable 285 added with crit = -24.93, MSE = 0.891.

## Variable 290 added with crit = -26.15, MSE = 0.889.

## Variable 300 added with crit = -26.91, MSE = 0.886.

## Variable 315 added with crit = -27.59, MSE = 0.884.

## Variable 317 added with crit = -27.73, MSE = 0.882.

## Variable 323 added with crit = -28.14, MSE = 0.88.

## Variable 324 added with crit = -32.29, MSE = 0.874.

## Variable 330 added with crit = -33.91, MSE = 0.871.

## Variable 337 added with crit = -34.06, MSE = 0.869.

## Variable 342 added with crit = -38.78, MSE = 0.863.

## Variable 345 added with crit = -44.29, MSE = 0.857.

## Variable 347 added with crit = -44.84, MSE = 0.855.

## Variable 354 added with crit = -45.6, MSE = 0.852.

## Variable 356 added with crit = -46.31, MSE = 0.85.

## Variable 357 added with crit = -47.65, MSE = 0.847.

## Variable 358 added with crit = -51.19, MSE = 0.843.

## Variable 361 added with crit = -52.29, MSE = 0.84.

## Variable 367 added with crit = -52.55, MSE = 0.838.

## Variable 372 added with crit = -53.23, MSE = 0.836.

## Variable 379 added with crit = -55.92, MSE = 0.832.

## Variable 388 added with crit = -55.94, MSE = 0.83.

## Variable 394 added with crit = -61.47, MSE = 0.824.

## Variable 406 added with crit = -62.02, MSE = 0.822.

## Variable 425 added with crit = -62.42, MSE = 0.82.

## Variable 431 added with crit = -63.42, MSE = 0.818.

## Variable 438 added with crit = -63.42, MSE = 0.816.

## Done.

## Starting the fast-forward, 0 variables, crit = 894.44, MSE = 0.894.

## Variable 2 added with crit = 890.36, MSE = 0.888.

## Variable 3 added with crit = 876.01, MSE = 0.872.

## Variable 4 added with crit = 873.3, MSE = 0.867.

## Variable 5 added with crit = 864.07, MSE = 0.856.

## Variable 6 added with crit = 855.46, MSE = 0.845.

## Variable 7 added with crit = 853.53, MSE = 0.842.

## Variable 17 added with crit = 853.11, MSE = 0.839.

## Variable 23 added with crit = 852.41, MSE = 0.836.

## Variable 24 added with crit = 851.1, MSE = 0.833.

## Variable 25 added with crit = 850.27, MSE = 0.83.

## Variable 30 added with crit = 847.41, MSE = 0.825.

## Variable 42 added with crit = 842.21, MSE = 0.818.

## Variable 43 added with crit = 837.86, MSE = 0.812.

## Variable 53 added with crit = 835.38, MSE = 0.807.

## Variable 56 added with crit = 835.18, MSE = 0.805.

## Variable 76 added with crit = 835.04, MSE = 0.803.

## Variable 98 added with crit = 834.76, MSE = 0.801.

## Variable 119 added with crit = 834.16, MSE = 0.798.

## Variable 126 added with crit = 834.1, MSE = 0.796.

## Variable 127 added with crit = 828.72, MSE = 0.789.

## Variable 140 added with crit = 828.22, MSE = 0.786.

## Variable 147 added with crit = 821.86, MSE = 0.778.

## Variable 154 added with crit = 821.18, MSE = 0.775.

## Variable 193 added with crit = 819.47, MSE = 0.771.

## Variable 196 added with crit = 818.68, MSE = 0.769.

## Variable 213 added with crit = 818.45, MSE = 0.766.

## Variable 223 added with crit = 817.66, MSE = 0.764.

## Variable 232 added with crit = 817.5, MSE = 0.762.

## Variable 248 added with crit = 817.21, MSE = 0.759.

## Variable 295 added with crit = 816.41, MSE = 0.756.

## Variable 301 added with crit = 815.12, MSE = 0.753.

## Variable 308 added with crit = 814.88, MSE = 0.751.

## Variable 311 added with crit = 813.86, MSE = 0.748.

## Variable 312 added with crit = 812.91, MSE = 0.745.

## Variable 329 added with crit = 809.21, MSE = 0.739.

## Variable 339 added with crit = 808.99, MSE = 0.737.

## Variable 345 added with crit = 808.3, MSE = 0.734.

## Variable 362 added with crit = 806.44, MSE = 0.73.

## Variable 374 added with crit = 799.84, MSE = 0.722.

## Variable 375 added with crit = 798.96, MSE = 0.719.

## Variable 381 added with crit = 793.76, MSE = 0.712.

## Variable 384 added with crit = 791.72, MSE = 0.708.

## Variable 411 added with crit = 791.62, MSE = 0.706.

## Variable 426 added with crit = 790.07, MSE = 0.702.

## Variable 435 added with crit = 790, MSE = 0.7.

## Variable 436 added with crit = 788.58, MSE = 0.697.

## Variable 440 added with crit = 788.26, MSE = 0.694.

## Variable 443 added with crit = 787.91, MSE = 0.692.

## Variable 447 added with crit = 787.38, MSE = 0.689.

## Variable 457 added with crit = 785.42, MSE = 0.685.

## Variable 464 added with crit = 784.21, MSE = 0.682.

## Variable 481 added with crit = 783.51, MSE = 0.68.

## Variable 486 added with crit = 780.83, MSE = 0.675.

## Variable 543 added with crit = 780.75, MSE = 0.673.

## Variable 557 added with crit = 779.65, MSE = 0.67.

## Variable 570 added with crit = 779.07, MSE = 0.667.

## Variable 571 added with crit = 777.84, MSE = 0.664.

## Variable 594 added with crit = 774.93, MSE = 0.659.

## Variable 608 added with crit = 773.89, MSE = 0.656.

## Variable 642 added with crit = 773.2, MSE = 0.653.

## Variable 654 added with crit = 771.55, MSE = 0.65.

## Variable 659 added with crit = 769.39, MSE = 0.645.

## Variable 666 added with crit = 767.85, MSE = 0.642.

## Variable 683 added with crit = 764.88, MSE = 0.637.

## Variable 710 added with crit = 763.95, MSE = 0.634.

## Variable 714 added with crit = 763.09, MSE = 0.631.

## Variable 732 added with crit = 762.53, MSE = 0.629.

## Variable 741 added with crit = 762.36, MSE = 0.626.

## Variable 754 added with crit = 759.65, MSE = 0.622.

## Variable 760 added with crit = 758.64, MSE = 0.619.

## Done.

## Starting the fast-forward, 0 variables, crit = -111.56, MSE = 0.894.

## Variable 2 added with crit = -116.38, MSE = 0.888.

## Variable 3 added with crit = -132.96, MSE = 0.872.

## Variable 4 added with crit = -136.37, MSE = 0.867.

## Variable 5 added with crit = -147.4, MSE = 0.856.

## Variable 6 added with crit = -157.87, MSE = 0.845.

## Variable 7 added with crit = -160.54, MSE = 0.842.

## Variable 17 added with crit = -161.41, MSE = 0.839.

## Variable 23 added with crit = -162.64, MSE = 0.836.

## Variable 24 added with crit = -164.61, MSE = 0.833.

## Variable 25 added with crit = -166.01, MSE = 0.83.

## Variable 30 added with crit = -169.88, MSE = 0.825.

## Variable 42 added with crit = -176.64, MSE = 0.818.

## Variable 43 added with crit = -182.42, MSE = 0.812.

## Variable 53 added with crit = -185.96, MSE = 0.807.

## Variable 56 added with crit = -186.69, MSE = 0.805.

## Variable 72 added with crit = -187.09, MSE = 0.803.

## Variable 76 added with crit = -187.97, MSE = 0.801.

## Variable 98 added with crit = -188.8, MSE = 0.799.

## Variable 117 added with crit = -188.9, MSE = 0.797.

## Variable 118 added with crit = -189.44, MSE = 0.795.

## Variable 119 added with crit = -190.88, MSE = 0.792.

## Variable 126 added with crit = -191.54, MSE = 0.79.

## Variable 127 added with crit = -198.74, MSE = 0.783.

## Variable 140 added with crit = -200.25, MSE = 0.78.

## Variable 147 added with crit = -208.99, MSE = 0.772.

## Variable 154 added with crit = -210.9, MSE = 0.769.

## Variable 193 added with crit = -213.77, MSE = 0.765.

## Variable 196 added with crit = -215.43, MSE = 0.762.

## Variable 213 added with crit = -216.76, MSE = 0.76.

## Variable 223 added with crit = -217.85, MSE = 0.757.

## Variable 224 added with crit = -218.43, MSE = 0.755.

## Variable 226 added with crit = -218.74, MSE = 0.754.

## Variable 228 added with crit = -219, MSE = 0.752.

## Variable 248 added with crit = -219.7, MSE = 0.75.

## Variable 255 added with crit = -220.05, MSE = 0.748.

## Variable 282 added with crit = -220.07, MSE = 0.747.

## Variable 290 added with crit = -220.25, MSE = 0.745.

## Variable 295 added with crit = -220.9, MSE = 0.743.

## Variable 301 added with crit = -222.77, MSE = 0.74.

## Variable 308 added with crit = -223.87, MSE = 0.738.

## Variable 311 added with crit = -226.83, MSE = 0.734.

## Variable 312 added with crit = -228.66, MSE = 0.731.

## Variable 329 added with crit = -233.37, MSE = 0.727.

## Variable 333 added with crit = -234.02, MSE = 0.725.

## Variable 337 added with crit = -234.52, MSE = 0.723.

## Variable 339 added with crit = -235.02, MSE = 0.721.

## Variable 345 added with crit = -237.11, MSE = 0.718.

## Variable 362 added with crit = -241, MSE = 0.714.

## Variable 374 added with crit = -249.81, MSE = 0.706.

## Variable 375 added with crit = -250.86, MSE = 0.704.

## Variable 381 added with crit = -259.61, MSE = 0.697.

## Variable 384 added with crit = -263.27, MSE = 0.693.

## Variable 389 added with crit = -263.88, MSE = 0.691.

## Variable 392 added with crit = -264.32, MSE = 0.689.

## Variable 407 added with crit = -264.33, MSE = 0.688.

## Variable 411 added with crit = -264.85, MSE = 0.686.

## Variable 423 added with crit = -264.92, MSE = 0.685.

## Variable 426 added with crit = -268.55, MSE = 0.681.

## Variable 428 added with crit = -269.64, MSE = 0.679.

## Variable 435 added with crit = -272.16, MSE = 0.676.

## Variable 436 added with crit = -276.65, MSE = 0.671.

## Variable 440 added with crit = -277.66, MSE = 0.669.

## Variable 443 added with crit = -278.7, MSE = 0.667.

## Variable 447 added with crit = -278.79, MSE = 0.666.

## Variable 450 added with crit = -279.16, MSE = 0.664.

## Variable 454 added with crit = -279.68, MSE = 0.663.

## Variable 457 added with crit = -283.41, MSE = 0.659.

## Variable 464 added with crit = -286.05, MSE = 0.656.

## Variable 472 added with crit = -286.09, MSE = 0.654.

## Variable 478 added with crit = -286.76, MSE = 0.653.

## Done.

## Starting the fast-forward, 0 variables, crit = 1014.72, MSE = 1.015.

## Variable 2 added with crit = 1005.39, MSE = 1.003.

## Variable 3 added with crit = 988.14, MSE = 0.984.

## Variable 4 added with crit = 976.64, MSE = 0.971.

## Variable 5 added with crit = 975.46, MSE = 0.967.

## Variable 6 added with crit = 972.97, MSE = 0.963.

## Variable 7 added with crit = 972.1, MSE = 0.96.

## Variable 8 added with crit = 969.09, MSE = 0.955.

## Variable 16 added with crit = 968.62, MSE = 0.953.

## Variable 23 added with crit = 968.53, MSE = 0.951.

## Variable 35 added with crit = 967.16, MSE = 0.947.

## Variable 38 added with crit = 966.03, MSE = 0.944.

## Variable 40 added with crit = 965.41, MSE = 0.941.

## Variable 52 added with crit = 964.35, MSE = 0.938.

## Variable 56 added with crit = 963.81, MSE = 0.936.

## Variable 65 added with crit = 962.77, MSE = 0.933.

## Variable 76 added with crit = 960.5, MSE = 0.928.

## Variable 77 added with crit = 955.15, MSE = 0.921.

## Variable 78 added with crit = 954.29, MSE = 0.918.

## Variable 90 added with crit = 949.63, MSE = 0.912.

## Variable 110 added with crit = 947.53, MSE = 0.908.

## Variable 122 added with crit = 942.76, MSE = 0.901.

## Variable 131 added with crit = 942.75, MSE = 0.899.

## Variable 154 added with crit = 940.73, MSE = 0.895.

## Variable 163 added with crit = 938.21, MSE = 0.89.

## Variable 165 added with crit = 932.61, MSE = 0.883.

## Variable 189 added with crit = 932.24, MSE = 0.88.

## Variable 203 added with crit = 931.81, MSE = 0.878.

## Variable 206 added with crit = 931.12, MSE = 0.875.

## Variable 207 added with crit = 930.91, MSE = 0.873.

## Variable 218 added with crit = 928.86, MSE = 0.869.

## Variable 222 added with crit = 928.21, MSE = 0.866.

## Variable 224 added with crit = 927.49, MSE = 0.863.

## Variable 227 added with crit = 927.12, MSE = 0.861.

## Variable 232 added with crit = 923.06, MSE = 0.855.

## Variable 234 added with crit = 920.69, MSE = 0.851.

## Variable 236 added with crit = 920.31, MSE = 0.848.

## Variable 247 added with crit = 919.94, MSE = 0.846.

## Variable 250 added with crit = 917.67, MSE = 0.842.

## Variable 255 added with crit = 916.36, MSE = 0.838.

## Variable 256 added with crit = 910.74, MSE = 0.831.

## Variable 260 added with crit = 909.97, MSE = 0.828.

## Variable 261 added with crit = 908.65, MSE = 0.825.

## Variable 274 added with crit = 904.35, MSE = 0.818.

## Variable 283 added with crit = 903.18, MSE = 0.815.

## Variable 310 added with crit = 901.24, MSE = 0.811.

## Variable 312 added with crit = 896.74, MSE = 0.805.

## Variable 314 added with crit = 895.67, MSE = 0.802.

## Variable 322 added with crit = 894.56, MSE = 0.799.

## Variable 327 added with crit = 894.48, MSE = 0.796.

## Variable 330 added with crit = 892.87, MSE = 0.793.

## Variable 340 added with crit = 892.78, MSE = 0.791.

## Variable 390 added with crit = 892.69, MSE = 0.789.

## Variable 398 added with crit = 892.46, MSE = 0.786.

## Variable 420 added with crit = 891.82, MSE = 0.784.

## Variable 422 added with crit = 891.73, MSE = 0.782.

## Variable 423 added with crit = 891.65, MSE = 0.78.

## Variable 429 added with crit = 891.59, MSE = 0.778.

## Variable 431 added with crit = 889.92, MSE = 0.774.

## Variable 432 added with crit = 889.54, MSE = 0.772.

## Variable 433 added with crit = 888.55, MSE = 0.769.

## Variable 437 added with crit = 887.97, MSE = 0.766.

## Variable 450 added with crit = 887.31, MSE = 0.763.

## Variable 452 added with crit = 885.27, MSE = 0.759.

## Variable 453 added with crit = 879.51, MSE = 0.752.

## Variable 462 added with crit = 878.99, MSE = 0.749.

## Variable 468 added with crit = 878.25, MSE = 0.746.

## Variable 470 added with crit = 877.67, MSE = 0.744.

## Variable 474 added with crit = 876.67, MSE = 0.741.

## Variable 485 added with crit = 875.92, MSE = 0.738.

## Variable 491 added with crit = 874.78, MSE = 0.735.

## Done.

## Starting the fast-forward, 0 variables, crit = 14.61, MSE = 1.015.

## Variable 2 added with crit = 5.39, MSE = 1.003.

## Variable 3 added with crit = -11.99, MSE = 0.984.

## Variable 4 added with crit = -23.8, MSE = 0.971.

## Variable 5 added with crit = -25.08, MSE = 0.967.

## Variable 6 added with crit = -27.73, MSE = 0.963.

## Variable 7 added with crit = -28.72, MSE = 0.96.

## Variable 8 added with crit = -31.95, MSE = 0.955.

## Variable 16 added with crit = -32.54, MSE = 0.953.

## Variable 23 added with crit = -32.74, MSE = 0.951.

## Variable 35 added with crit = -34.29, MSE = 0.947.

## Variable 38 added with crit = -35.6, MSE = 0.944.

## Variable 40 added with crit = -36.38, MSE = 0.941.

## Variable 52 added with crit = -37.64, MSE = 0.938.

## Variable 56 added with crit = -38.35, MSE = 0.936.

## Variable 65 added with crit = -39.6, MSE = 0.933.

## Variable 76 added with crit = -42.19, MSE = 0.928.

## Variable 77 added with crit = -48.13, MSE = 0.921.

## Variable 78 added with crit = -49.24, MSE = 0.918.

## Variable 90 added with crit = -54.52, MSE = 0.912.

## Variable 102 added with crit = -54.67, MSE = 0.91.

## Variable 110 added with crit = -56.82, MSE = 0.906.

## Variable 122 added with crit = -62.47, MSE = 0.899.

## Variable 131 added with crit = -62.87, MSE = 0.897.

## Variable 154 added with crit = -65.29, MSE = 0.893.

## Variable 163 added with crit = -68.12, MSE = 0.889.

## Variable 165 added with crit = -75.16, MSE = 0.881.

## Variable 189 added with crit = -75.85, MSE = 0.878.

## Variable 203 added with crit = -76.56, MSE = 0.876.

## Variable 206 added with crit = -77.6, MSE = 0.873.

## Variable 207 added with crit = -78.1, MSE = 0.871.

## Variable 218 added with crit = -80.99, MSE = 0.867.

## Variable 222 added with crit = -81.72, MSE = 0.864.

## Variable 224 added with crit = -83.04, MSE = 0.862.

## Variable 227 added with crit = -83.83, MSE = 0.859.

## Variable 230 added with crit = -84.1, MSE = 0.857.

## Variable 232 added with crit = -88.34, MSE = 0.852.

## Variable 234 added with crit = -91.72, MSE = 0.847.

## Variable 236 added with crit = -92.69, MSE = 0.845.

## Variable 245 added with crit = -92.75, MSE = 0.843.

## Variable 247 added with crit = -93.78, MSE = 0.84.

## Variable 250 added with crit = -97, MSE = 0.836.

## Variable 255 added with crit = -99.21, MSE = 0.833.

## Variable 256 added with crit = -106.46, MSE = 0.825.

## Variable 260 added with crit = -107.88, MSE = 0.822.

## Variable 261 added with crit = -109.69, MSE = 0.819.

## Variable 270 added with crit = -109.71, MSE = 0.817.

## Variable 272 added with crit = -109.99, MSE = 0.815.

## Variable 274 added with crit = -115.49, MSE = 0.809.

## Variable 275 added with crit = -116.76, MSE = 0.807.

## Variable 278 added with crit = -116.96, MSE = 0.805.

## Variable 283 added with crit = -118.79, MSE = 0.802.

## Variable 293 added with crit = -118.86, MSE = 0.8.

## Variable 303 added with crit = -119.18, MSE = 0.798.

## Variable 310 added with crit = -120.7, MSE = 0.796.

## Variable 312 added with crit = -126.75, MSE = 0.789.

## Variable 314 added with crit = -129.16, MSE = 0.786.

## Variable 319 added with crit = -129.87, MSE = 0.784.

## Variable 322 added with crit = -132.91, MSE = 0.78.

## Variable 327 added with crit = -133.03, MSE = 0.778.

## Variable 330 added with crit = -135.34, MSE = 0.775.

## Variable 340 added with crit = -136.02, MSE = 0.773.

## Variable 368 added with crit = -136.26, MSE = 0.771.

## Variable 377 added with crit = -136.49, MSE = 0.769.

## Variable 387 added with crit = -137.54, MSE = 0.767.

## Variable 393 added with crit = -138.07, MSE = 0.765.

## Variable 398 added with crit = -140.22, MSE = 0.762.

## Variable 408 added with crit = -140.37, MSE = 0.76.

## Variable 420 added with crit = -142.22, MSE = 0.757.

## Variable 422 added with crit = -143.13, MSE = 0.755.

## Variable 423 added with crit = -143.65, MSE = 0.753.

## Done.

## Starting the fast-forward, 0 variables, crit = 1030.98, MSE = 1.031.

## Variable 2 added with crit = 1020.27, MSE = 1.018.

## Variable 3 added with crit = 996.32, MSE = 0.992.

## Variable 4 added with crit = 992.67, MSE = 0.987.

## Variable 5 added with crit = 990.07, MSE = 0.982.

## Variable 6 added with crit = 971.18, MSE = 0.961.

## Variable 20 added with crit = 970.83, MSE = 0.959.

## Variable 22 added with crit = 970.51, MSE = 0.957.

## Variable 30 added with crit = 967.2, MSE = 0.951.

## Variable 33 added with crit = 964.5, MSE = 0.946.

## Variable 35 added with crit = 962.98, MSE = 0.943.

## Variable 37 added with crit = 962.86, MSE = 0.941.

## Variable 45 added with crit = 962.09, MSE = 0.938.

## Variable 46 added with crit = 958.53, MSE = 0.933.

## Variable 47 added with crit = 956.34, MSE = 0.928.

## Variable 48 added with crit = 950.26, MSE = 0.92.

## Variable 75 added with crit = 947.47, MSE = 0.915.

## Variable 86 added with crit = 947.41, MSE = 0.913.

## Variable 90 added with crit = 945.79, MSE = 0.91.

## Variable 92 added with crit = 945.75, MSE = 0.908.

## Variable 95 added with crit = 944, MSE = 0.904.

## Variable 96 added with crit = 943.83, MSE = 0.902.

## Variable 103 added with crit = 943.07, MSE = 0.899.

## Variable 105 added with crit = 940.86, MSE = 0.895.

## Variable 107 added with crit = 940.67, MSE = 0.893.

## Variable 113 added with crit = 936.31, MSE = 0.886.

## Variable 126 added with crit = 936.21, MSE = 0.884.

## Variable 127 added with crit = 936.07, MSE = 0.882.

## Variable 133 added with crit = 934.98, MSE = 0.879.

## Variable 141 added with crit = 932.99, MSE = 0.875.

## Variable 145 added with crit = 931.83, MSE = 0.872.

## Variable 150 added with crit = 929.82, MSE = 0.868.

## Variable 155 added with crit = 928.02, MSE = 0.864.

## Variable 160 added with crit = 926.82, MSE = 0.861.

## Variable 170 added with crit = 925.01, MSE = 0.857.

## Variable 172 added with crit = 924.13, MSE = 0.854.

## Variable 190 added with crit = 919.49, MSE = 0.847.

## Variable 191 added with crit = 917.82, MSE = 0.844.

## Variable 199 added with crit = 917.59, MSE = 0.842.

## Variable 200 added with crit = 916.98, MSE = 0.839.

## Variable 206 added with crit = 916.19, MSE = 0.836.

## Variable 217 added with crit = 915.45, MSE = 0.833.

## Variable 218 added with crit = 914.84, MSE = 0.831.

## Variable 222 added with crit = 914.75, MSE = 0.829.

## Variable 223 added with crit = 914.75, MSE = 0.827.

## Variable 230 added with crit = 914.01, MSE = 0.824.

## Variable 231 added with crit = 912.07, MSE = 0.82.

## Variable 232 added with crit = 910.71, MSE = 0.817.

## Variable 233 added with crit = 908.99, MSE = 0.813.

## Variable 249 added with crit = 907.21, MSE = 0.809.

## Variable 254 added with crit = 906.87, MSE = 0.807.

## Variable 257 added with crit = 906.13, MSE = 0.804.

## Variable 264 added with crit = 904.24, MSE = 0.8.

## Variable 275 added with crit = 900.75, MSE = 0.795.

## Variable 284 added with crit = 900.25, MSE = 0.792.

## Variable 292 added with crit = 898.58, MSE = 0.789.

## Variable 298 added with crit = 896.58, MSE = 0.785.

## Variable 303 added with crit = 893.82, MSE = 0.78.

## Variable 312 added with crit = 891.9, MSE = 0.776.

## Variable 318 added with crit = 889.42, MSE = 0.771.

## Variable 326 added with crit = 888.54, MSE = 0.769.

## Variable 333 added with crit = 887.99, MSE = 0.766.

## Variable 335 added with crit = 887.26, MSE = 0.763.

## Variable 339 added with crit = 886.93, MSE = 0.761.

## Variable 348 added with crit = 886.62, MSE = 0.759.

## Variable 349 added with crit = 886.39, MSE = 0.756.

## Variable 355 added with crit = 885.91, MSE = 0.754.

## Variable 369 added with crit = 885.73, MSE = 0.752.

## Variable 379 added with crit = 882.86, MSE = 0.747.

## Variable 391 added with crit = 882.19, MSE = 0.744.

## Variable 399 added with crit = 881.5, MSE = 0.741.

## Done.

## Starting the fast-forward, 0 variables, crit = 30.51, MSE = 1.031.

## Variable 2 added with crit = 20.11, MSE = 1.018.

## Variable 3 added with crit = -3.71, MSE = 0.992.

## Variable 4 added with crit = -7.42, MSE = 0.987.

## Variable 5 added with crit = -10.1, MSE = 0.982.

## Variable 6 added with crit = -29.59, MSE = 0.961.

## Variable 20 added with crit = -30.04, MSE = 0.959.

## Variable 22 added with crit = -30.47, MSE = 0.957.

## Variable 30 added with crit = -34.03, MSE = 0.951.

## Variable 33 added with crit = -36.99, MSE = 0.946.

## Variable 35 added with crit = -38.71, MSE = 0.943.

## Variable 37 added with crit = -38.96, MSE = 0.941.

## Variable 45 added with crit = -39.91, MSE = 0.938.

## Variable 46 added with crit = -43.85, MSE = 0.933.

## Variable 47 added with crit = -46.36, MSE = 0.928.

## Variable 48 added with crit = -53.1, MSE = 0.92.

## Variable 75 added with crit = -56.32, MSE = 0.915.

## Variable 86 added with crit = -56.57, MSE = 0.913.

## Variable 90 added with crit = -58.54, MSE = 0.91.

## Variable 92 added with crit = -58.79, MSE = 0.908.

## Variable 95 added with crit = -60.93, MSE = 0.904.

## Variable 96 added with crit = -61.33, MSE = 0.902.

## Variable 103 added with crit = -62.39, MSE = 0.899.

## Variable 105 added with crit = -65.08, MSE = 0.895.

## Variable 107 added with crit = -65.54, MSE = 0.893.

## Variable 113 added with crit = -70.69, MSE = 0.886.

## Variable 120 added with crit = -70.8, MSE = 0.884.

## Variable 126 added with crit = -71.04, MSE = 0.882.

## Variable 127 added with crit = -71.67, MSE = 0.88.

## Variable 129 added with crit = -71.68, MSE = 0.878.

## Variable 133 added with crit = -73.38, MSE = 0.875.

## Variable 141 added with crit = -75.79, MSE = 0.871.

## Variable 145 added with crit = -77.39, MSE = 0.868.

## Variable 150 added with crit = -80.45, MSE = 0.864.

## Variable 155 added with crit = -83.24, MSE = 0.86.

## Variable 160 added with crit = -85.27, MSE = 0.856.

## Variable 164 added with crit = -85.45, MSE = 0.854.

## Variable 170 added with crit = -88.42, MSE = 0.85.

## Variable 172 added with crit = -89.6, MSE = 0.847.

## Variable 174 added with crit = -90.31, MSE = 0.845.

## Variable 180 added with crit = -90.37, MSE = 0.843.

## Variable 182 added with crit = -90.43, MSE = 0.842.

## Variable 190 added with crit = -98.09, MSE = 0.834.

## Variable 191 added with crit = -100.41, MSE = 0.83.

## Variable 199 added with crit = -100.58, MSE = 0.828.

## Variable 200 added with crit = -101.64, MSE = 0.826.

## Variable 206 added with crit = -103.52, MSE = 0.822.

## Variable 217 added with crit = -105.22, MSE = 0.819.

## Variable 218 added with crit = -106.18, MSE = 0.817.

## Variable 222 added with crit = -107, MSE = 0.815.

## Variable 223 added with crit = -107.58, MSE = 0.813.

## Variable 229 added with crit = -107.71, MSE = 0.811.

## Variable 230 added with crit = -108.99, MSE = 0.808.

## Variable 231 added with crit = -111.81, MSE = 0.804.

## Variable 232 added with crit = -113.94, MSE = 0.801.

## Variable 233 added with crit = -115.49, MSE = 0.798.

## Variable 236 added with crit = -115.69, MSE = 0.796.

## Variable 249 added with crit = -118.12, MSE = 0.793.

## Variable 253 added with crit = -118.31, MSE = 0.791.

## Variable 254 added with crit = -119.13, MSE = 0.789.

## Variable 257 added with crit = -120.41, MSE = 0.786.

## Variable 264 added with crit = -123.69, MSE = 0.782.

## Variable 275 added with crit = -129.51, MSE = 0.776.

## Variable 284 added with crit = -131.13, MSE = 0.773.

## Variable 292 added with crit = -132.48, MSE = 0.771.

## Variable 298 added with crit = -135.38, MSE = 0.767.

## Variable 303 added with crit = -139.73, MSE = 0.762.

## Variable 312 added with crit = -142.65, MSE = 0.758.

## Variable 318 added with crit = -147.2, MSE = 0.753.

## Variable 326 added with crit = -148.47, MSE = 0.751.

## Variable 333 added with crit = -149.8, MSE = 0.748.

## Done.

## Starting the fast-forward, 0 variables, crit = 978.3, MSE = 0.978.

## Variable 2 added with crit = 976.85, MSE = 0.975.

## Variable 3 added with crit = 973.61, MSE = 0.97.

## Variable 4 added with crit = 964.11, MSE = 0.958.

## Variable 5 added with crit = 953.34, MSE = 0.945.

## Variable 6 added with crit = 933.03, MSE = 0.923.

## Variable 37 added with crit = 931.87, MSE = 0.92.

## Variable 42 added with crit = 931.71, MSE = 0.918.

## Variable 45 added with crit = 931.49, MSE = 0.915.

## Variable 49 added with crit = 929.34, MSE = 0.911.

## Variable 50 added with crit = 929.03, MSE = 0.909.

## Variable 51 added with crit = 926.93, MSE = 0.905.

## Variable 52 added with crit = 924.69, MSE = 0.901.

## Variable 54 added with crit = 924.6, MSE = 0.899.

## Variable 71 added with crit = 923.62, MSE = 0.896.

## Variable 78 added with crit = 922.76, MSE = 0.893.

## Variable 83 added with crit = 922.7, MSE = 0.891.

## Variable 87 added with crit = 921.57, MSE = 0.888.

## Variable 97 added with crit = 920.54, MSE = 0.885.

## Variable 99 added with crit = 919.9, MSE = 0.882.

## Variable 101 added with crit = 919.72, MSE = 0.88.

## Variable 108 added with crit = 918.75, MSE = 0.877.

## Variable 114 added with crit = 917.98, MSE = 0.874.

## Variable 123 added with crit = 917.77, MSE = 0.872.

## Variable 131 added with crit = 917.46, MSE = 0.869.

## Variable 133 added with crit = 916.85, MSE = 0.867.

## Variable 136 added with crit = 914.57, MSE = 0.863.

## Variable 139 added with crit = 913.39, MSE = 0.859.

## Variable 152 added with crit = 912.46, MSE = 0.856.

## Variable 153 added with crit = 912.01, MSE = 0.854.

## Variable 166 added with crit = 911.88, MSE = 0.852.

## Variable 174 added with crit = 906.7, MSE = 0.845.

## Variable 184 added with crit = 905.55, MSE = 0.842.

## Variable 187 added with crit = 899.2, MSE = 0.833.

## Variable 196 added with crit = 898.96, MSE = 0.831.

## Variable 199 added with crit = 898.85, MSE = 0.829.

## Variable 222 added with crit = 898.37, MSE = 0.826.

## Variable 230 added with crit = 897.68, MSE = 0.824.

## Variable 237 added with crit = 896.17, MSE = 0.82.

## Variable 238 added with crit = 895.8, MSE = 0.818.

## Variable 241 added with crit = 894.66, MSE = 0.815.

## Variable 249 added with crit = 894.55, MSE = 0.813.

## Variable 280 added with crit = 893.66, MSE = 0.81.

## Variable 286 added with crit = 891.95, MSE = 0.806.

## Variable 299 added with crit = 891.31, MSE = 0.803.

## Variable 328 added with crit = 888.27, MSE = 0.798.

## Variable 335 added with crit = 886.74, MSE = 0.795.

## Variable 345 added with crit = 886.34, MSE = 0.792.

## Variable 347 added with crit = 881.09, MSE = 0.785.

## Variable 348 added with crit = 877.85, MSE = 0.78.

## Variable 371 added with crit = 877.21, MSE = 0.777.

## Variable 383 added with crit = 874.72, MSE = 0.773.

## Variable 391 added with crit = 874.52, MSE = 0.771.

## Variable 407 added with crit = 873.75, MSE = 0.768.

## Variable 415 added with crit = 872.75, MSE = 0.765.

## Variable 418 added with crit = 872.02, MSE = 0.762.

## Variable 419 added with crit = 871.75, MSE = 0.76.

## Variable 442 added with crit = 870.91, MSE = 0.757.

## Variable 443 added with crit = 870.63, MSE = 0.755.

## Variable 447 added with crit = 870.22, MSE = 0.752.

## Variable 456 added with crit = 869.72, MSE = 0.75.

## Variable 464 added with crit = 867.45, MSE = 0.745.

## Variable 470 added with crit = 865.28, MSE = 0.741.

## Variable 482 added with crit = 858.78, MSE = 0.733.

## Variable 490 added with crit = 858.05, MSE = 0.73.

## Variable 496 added with crit = 857.88, MSE = 0.728.

## Variable 503 added with crit = 856.55, MSE = 0.725.

## Variable 506 added with crit = 855.8, MSE = 0.722.

## Variable 525 added with crit = 855.2, MSE = 0.719.

## Variable 530 added with crit = 852.65, MSE = 0.715.

## Variable 540 added with crit = 850.77, MSE = 0.711.

## Done.

## Starting the fast-forward, 0 variables, crit = -21.94, MSE = 0.978.

## Variable 2 added with crit = -23.47, MSE = 0.975.

## Variable 3 added with crit = -26.86, MSE = 0.97.

## Variable 4 added with crit = -36.79, MSE = 0.958.

## Variable 5 added with crit = -48.21, MSE = 0.945.

## Variable 6 added with crit = -70.1, MSE = 0.923.

## Variable 10 added with crit = -70.22, MSE = 0.921.

## Variable 12 added with crit = -70.39, MSE = 0.919.

## Variable 26 added with crit = -70.92, MSE = 0.917.

## Variable 35 added with crit = -71.12, MSE = 0.915.

## Variable 37 added with crit = -72.49, MSE = 0.912.

## Variable 45 added with crit = -72.73, MSE = 0.91.

## Variable 49 added with crit = -75.71, MSE = 0.905.

## Variable 50 added with crit = -75.94, MSE = 0.903.

## Variable 51 added with crit = -78.35, MSE = 0.899.

## Variable 52 added with crit = -81.95, MSE = 0.894.

## Variable 67 added with crit = -82.14, MSE = 0.892.

## Variable 71 added with crit = -83.14, MSE = 0.889.

## Variable 78 added with crit = -84.44, MSE = 0.887.

## Variable 83 added with crit = -84.51, MSE = 0.885.

## Variable 87 added with crit = -85.82, MSE = 0.882.

## Variable 91 added with crit = -86, MSE = 0.88.

## Variable 97 added with crit = -87.77, MSE = 0.877.

## Variable 99 added with crit = -88.37, MSE = 0.874.

## Variable 101 added with crit = -88.58, MSE = 0.872.

## Variable 108 added with crit = -89.09, MSE = 0.87.

## Variable 114 added with crit = -90.22, MSE = 0.867.

## Variable 123 added with crit = -90.48, MSE = 0.865.

## Variable 131 added with crit = -90.91, MSE = 0.863.

## Variable 133 added with crit = -91.89, MSE = 0.861.

## Variable 136 added with crit = -94.11, MSE = 0.857.

## Variable 139 added with crit = -95.75, MSE = 0.854.

## Variable 152 added with crit = -96.83, MSE = 0.851.

## Variable 153 added with crit = -97.91, MSE = 0.849.

## Variable 166 added with crit = -98.84, MSE = 0.846.

## Variable 174 added with crit = -105.68, MSE = 0.839.

## Variable 175 added with crit = -106.14, MSE = 0.837.

## Variable 184 added with crit = -107.71, MSE = 0.834.

## Variable 187 added with crit = -114.94, MSE = 0.826.

## Variable 196 added with crit = -115.94, MSE = 0.824.

## Variable 199 added with crit = -116.67, MSE = 0.821.

## Variable 205 added with crit = -116.76, MSE = 0.82.

## Variable 216 added with crit = -116.92, MSE = 0.818.

## Variable 222 added with crit = -118.03, MSE = 0.815.

## Variable 229 added with crit = -118.53, MSE = 0.813.

## Variable 230 added with crit = -119.48, MSE = 0.811.

## Variable 231 added with crit = -119.64, MSE = 0.809.

## Variable 237 added with crit = -122.01, MSE = 0.806.

## Variable 238 added with crit = -122.5, MSE = 0.804.

## Variable 241 added with crit = -125.31, MSE = 0.8.

## Variable 249 added with crit = -126.78, MSE = 0.797.

## Variable 254 added with crit = -126.8, MSE = 0.795.

## Variable 259 added with crit = -127.65, MSE = 0.793.

## Variable 276 added with crit = -127.9, MSE = 0.791.

## Variable 280 added with crit = -129.65, MSE = 0.788.

## Variable 286 added with crit = -131.7, MSE = 0.785.

## Variable 299 added with crit = -132.95, MSE = 0.783.

## Variable 305 added with crit = -133.06, MSE = 0.781.

## Variable 311 added with crit = -134.75, MSE = 0.778.

## Variable 315 added with crit = -135.46, MSE = 0.776.

## Variable 328 added with crit = -138.29, MSE = 0.772.

## Variable 331 added with crit = -138.36, MSE = 0.771.

## Variable 335 added with crit = -142.83, MSE = 0.766.

## Variable 345 added with crit = -143.67, MSE = 0.764.

## Variable 347 added with crit = -148.86, MSE = 0.758.

## Variable 348 added with crit = -154.01, MSE = 0.753.

## Variable 371 added with crit = -156.07, MSE = 0.75.

## Variable 383 added with crit = -160.59, MSE = 0.745.

## Variable 385 added with crit = -160.65, MSE = 0.743.

## Variable 391 added with crit = -160.87, MSE = 0.742.

## Variable 393 added with crit = -161.72, MSE = 0.74.

## Done.

## Starting the fast-forward, 0 variables, crit = 1058.97, MSE = 1.059.

## Variable 2 added with crit = 1053.64, MSE = 1.052.

## Variable 3 added with crit = 1033.62, MSE = 1.03.

## Variable 5 added with crit = 1027.63, MSE = 1.022.

## Variable 15 added with crit = 1027.08, MSE = 1.019.

## Variable 34 added with crit = 1026.58, MSE = 1.017.

## Variable 39 added with crit = 1025.4, MSE = 1.013.

## Variable 43 added with crit = 1021.58, MSE = 1.008.

## Variable 44 added with crit = 1020.46, MSE = 1.004.

## Variable 49 added with crit = 1018.26, MSE = 1.

## Variable 52 added with crit = 1014.32, MSE = 0.994.

## Variable 55 added with crit = 1014.08, MSE = 0.992.

## Variable 56 added with crit = 1011.98, MSE = 0.988.

## Variable 62 added with crit = 1010.89, MSE = 0.985.

## Variable 63 added with crit = 1010.3, MSE = 0.982.

## Variable 66 added with crit = 1009.77, MSE = 0.98.

## Variable 69 added with crit = 1007.66, MSE = 0.976.

## Variable 72 added with crit = 1006.37, MSE = 0.972.

## Variable 77 added with crit = 1004.39, MSE = 0.968.

## Variable 101 added with crit = 1004.37, MSE = 0.966.

## Variable 105 added with crit = 1003.99, MSE = 0.964.

## Variable 110 added with crit = 1003.18, MSE = 0.961.

## Variable 113 added with crit = 1001.25, MSE = 0.957.

## Variable 116 added with crit = 1000.95, MSE = 0.955.

## Variable 125 added with crit = 999.66, MSE = 0.952.

## Variable 151 added with crit = 998.85, MSE = 0.949.

## Variable 155 added with crit = 998.81, MSE = 0.947.

## Variable 157 added with crit = 996.24, MSE = 0.942.

## Variable 174 added with crit = 995.21, MSE = 0.939.

## Variable 180 added with crit = 993.79, MSE = 0.936.

## Variable 183 added with crit = 993.62, MSE = 0.934.

## Variable 198 added with crit = 993.55, MSE = 0.932.

## Variable 212 added with crit = 991.65, MSE = 0.928.

## Variable 225 added with crit = 990.09, MSE = 0.924.

## Variable 230 added with crit = 989.83, MSE = 0.922.

## Variable 233 added with crit = 987.96, MSE = 0.918.

## Variable 251 added with crit = 985.72, MSE = 0.914.

## Variable 256 added with crit = 985.11, MSE = 0.911.

## Variable 276 added with crit = 984.88, MSE = 0.909.

## Variable 280 added with crit = 984.07, MSE = 0.906.

## Variable 290 added with crit = 982.43, MSE = 0.902.

## Variable 300 added with crit = 980.58, MSE = 0.899.

## Variable 311 added with crit = 979.76, MSE = 0.896.

## Variable 323 added with crit = 974.39, MSE = 0.888.

## Variable 327 added with crit = 972.79, MSE = 0.885.

## Variable 337 added with crit = 968.31, MSE = 0.878.

## Variable 341 added with crit = 963.69, MSE = 0.872.

## Variable 356 added with crit = 963.21, MSE = 0.869.

## Variable 370 added with crit = 955.4, MSE = 0.859.

## Variable 387 added with crit = 955.24, MSE = 0.857.

## Variable 388 added with crit = 954.76, MSE = 0.855.

## Variable 392 added with crit = 954.63, MSE = 0.853.

## Variable 394 added with crit = 954.38, MSE = 0.85.

## Variable 398 added with crit = 953.46, MSE = 0.847.

## Variable 417 added with crit = 947.07, MSE = 0.839.

## Variable 419 added with crit = 946.69, MSE = 0.837.

## Variable 422 added with crit = 945.92, MSE = 0.834.

## Variable 435 added with crit = 941.69, MSE = 0.828.

## Variable 443 added with crit = 940.98, MSE = 0.825.

## Variable 449 added with crit = 940.67, MSE = 0.823.

## Variable 452 added with crit = 939.84, MSE = 0.82.

## Variable 457 added with crit = 936.22, MSE = 0.814.

## Variable 474 added with crit = 933.76, MSE = 0.81.

## Variable 481 added with crit = 930.64, MSE = 0.805.

## Variable 484 added with crit = 928.68, MSE = 0.801.

## Variable 486 added with crit = 928.35, MSE = 0.798.

## Variable 489 added with crit = 928.09, MSE = 0.796.

## Variable 490 added with crit = 926.98, MSE = 0.793.

## Variable 494 added with crit = 925.73, MSE = 0.79.

## Variable 495 added with crit = 925.33, MSE = 0.787.

## Variable 500 added with crit = 924.56, MSE = 0.785.

## Done.

## Starting the fast-forward, 0 variables, crit = 57.3, MSE = 1.059.

## Variable 2 added with crit = 52.35, MSE = 1.052.

## Variable 3 added with crit = 33.19, MSE = 1.03.

## Variable 5 added with crit = 27.4, MSE = 1.022.

## Variable 15 added with crit = 26.9, MSE = 1.019.

## Variable 34 added with crit = 26.44, MSE = 1.017.

## Variable 39 added with crit = 25.32, MSE = 1.013.

## Variable 43 added with crit = 21.55, MSE = 1.008.

## Variable 44 added with crit = 20.45, MSE = 1.004.

## Variable 49 added with crit = 18.26, MSE = 1.

## Variable 52 added with crit = 14.31, MSE = 0.994.

## Variable 55 added with crit = 14.05, MSE = 0.992.

## Variable 56 added with crit = 11.91, MSE = 0.988.

## Variable 62 added with crit = 10.78, MSE = 0.985.

## Variable 63 added with crit = 10.14, MSE = 0.982.

## Variable 66 added with crit = 9.56, MSE = 0.98.

## Variable 69 added with crit = 7.36, MSE = 0.976.

## Variable 72 added with crit = 5.98, MSE = 0.972.

## Variable 77 added with crit = 3.87, MSE = 0.968.

## Variable 101 added with crit = 3.8, MSE = 0.966.

## Variable 105 added with crit = 3.33, MSE = 0.964.

## Variable 110 added with crit = 2.41, MSE = 0.961.

## Variable 113 added with crit = 0.31, MSE = 0.957.

## Variable 116 added with crit = -0.1, MSE = 0.955.

## Variable 125 added with crit = -1.55, MSE = 0.952.

## Variable 151 added with crit = -2.5, MSE = 0.949.

## Variable 155 added with crit = -2.65, MSE = 0.947.

## Variable 157 added with crit = -5.49, MSE = 0.942.

## Variable 174 added with crit = -6.71, MSE = 0.939.

## Variable 180 added with crit = -8.36, MSE = 0.936.

## Variable 183 added with crit = -8.69, MSE = 0.934.

## Variable 198 added with crit = -8.9, MSE = 0.932.

## Variable 203 added with crit = -8.94, MSE = 0.93.

## Variable 212 added with crit = -11.22, MSE = 0.926.

## Variable 225 added with crit = -13.2, MSE = 0.922.

## Variable 230 added with crit = -13.69, MSE = 0.92.

## Variable 233 added with crit = -16.16, MSE = 0.916.

## Variable 237 added with crit = -16.17, MSE = 0.914.

## Variable 251 added with crit = -18.87, MSE = 0.909.

## Variable 256 added with crit = -19.66, MSE = 0.907.

## Variable 276 added with crit = -20.21, MSE = 0.905.

## Variable 280 added with crit = -21.66, MSE = 0.902.

## Variable 290 added with crit = -23.97, MSE = 0.898.

## Variable 300 added with crit = -27.23, MSE = 0.893.

## Variable 302 added with crit = -27.34, MSE = 0.891.

## Variable 311 added with crit = -28.09, MSE = 0.889.

## Variable 323 added with crit = -34.88, MSE = 0.881.

## Variable 327 added with crit = -36.8, MSE = 0.877.

## Variable 337 added with crit = -42.04, MSE = 0.871.

## Variable 341 added with crit = -47.5, MSE = 0.865.

## Variable 356 added with crit = -48.44, MSE = 0.862.

## Variable 370 added with crit = -57.51, MSE = 0.853.

## Variable 387 added with crit = -58.24, MSE = 0.85.

## Variable 388 added with crit = -58.93, MSE = 0.848.

## Variable 392 added with crit = -59.62, MSE = 0.846.

## Variable 394 added with crit = -59.94, MSE = 0.844.

## Variable 398 added with crit = -61.52, MSE = 0.841.

## Variable 415 added with crit = -61.63, MSE = 0.839.

## Variable 417 added with crit = -70.88, MSE = 0.83.

## Variable 419 added with crit = -71.68, MSE = 0.827.

## Variable 422 added with crit = -72.6, MSE = 0.825.

## Variable 435 added with crit = -78.5, MSE = 0.818.

## Variable 443 added with crit = -79.82, MSE = 0.816.

## Variable 445 added with crit = -80.06, MSE = 0.814.

## Variable 449 added with crit = -80.06, MSE = 0.812.

## Variable 452 added with crit = -80.98, MSE = 0.81.

## Variable 457 added with crit = -86.01, MSE = 0.804.

## Variable 460 added with crit = -87.45, MSE = 0.801.

## Variable 474 added with crit = -90.76, MSE = 0.797.

## Variable 481 added with crit = -94.97, MSE = 0.792.

## Variable 484 added with crit = -98.45, MSE = 0.788.

## Done.

## Starting the fast-forward, 0 variables, crit = 1000.6, MSE = 1.001.

## Variable 3 added with crit = 992.25, MSE = 0.99.

## Variable 5 added with crit = 986.55, MSE = 0.983.

## Variable 14 added with crit = 985.5, MSE = 0.979.

## Variable 25 added with crit = 984.96, MSE = 0.977.

## Variable 31 added with crit = 982.76, MSE = 0.973.

## Variable 39 added with crit = 974.65, MSE = 0.963.

## Variable 41 added with crit = 974.43, MSE = 0.96.

## Variable 45 added with crit = 974.24, MSE = 0.958.

## Variable 48 added with crit = 974.11, MSE = 0.956.

## Variable 49 added with crit = 971.5, MSE = 0.951.

## Variable 55 added with crit = 971.43, MSE = 0.949.

## Variable 74 added with crit = 970.73, MSE = 0.947.

## Variable 76 added with crit = 970.39, MSE = 0.944.

## Variable 78 added with crit = 970.33, MSE = 0.942.

## Variable 80 added with crit = 970.13, MSE = 0.94.

## Variable 88 added with crit = 968.85, MSE = 0.937.

## Variable 92 added with crit = 968.09, MSE = 0.934.

## Variable 99 added with crit = 967.34, MSE = 0.931.

## Variable 103 added with crit = 966, MSE = 0.928.

## Variable 110 added with crit = 964.89, MSE = 0.925.

## Variable 116 added with crit = 964.09, MSE = 0.922.

## Variable 122 added with crit = 962.22, MSE = 0.918.

## Variable 123 added with crit = 960.69, MSE = 0.915.

## Variable 133 added with crit = 960.56, MSE = 0.913.

## Variable 138 added with crit = 960.03, MSE = 0.91.

## Variable 147 added with crit = 959.71, MSE = 0.908.

## Variable 152 added with crit = 958.63, MSE = 0.905.

## Variable 153 added with crit = 957.02, MSE = 0.901.

## Variable 157 added with crit = 956.34, MSE = 0.898.

## Variable 161 added with crit = 955.42, MSE = 0.895.

## Variable 176 added with crit = 953.3, MSE = 0.891.

## Variable 193 added with crit = 953.16, MSE = 0.889.

## Variable 199 added with crit = 951.14, MSE = 0.885.

## Variable 209 added with crit = 950.75, MSE = 0.883.

## Variable 213 added with crit = 948.34, MSE = 0.878.

## Variable 216 added with crit = 946.99, MSE = 0.875.

## Variable 229 added with crit = 946.77, MSE = 0.873.

## Variable 230 added with crit = 944.98, MSE = 0.869.

## Variable 231 added with crit = 943.13, MSE = 0.865.

## Variable 232 added with crit = 938.66, MSE = 0.859.

## Variable 238 added with crit = 934.89, MSE = 0.853.

## Variable 241 added with crit = 934.37, MSE = 0.85.

## Variable 250 added with crit = 932.34, MSE = 0.846.

## Variable 251 added with crit = 928.58, MSE = 0.841.

## Variable 252 added with crit = 928.14, MSE = 0.838.

## Variable 253 added with crit = 927.15, MSE = 0.835.

## Variable 261 added with crit = 927.05, MSE = 0.833.

## Variable 291 added with crit = 925.02, MSE = 0.829.

## Variable 299 added with crit = 924.77, MSE = 0.827.

## Variable 314 added with crit = 923.6, MSE = 0.824.

## Variable 319 added with crit = 921.33, MSE = 0.819.

## Variable 327 added with crit = 920.85, MSE = 0.817.

## Variable 332 added with crit = 915.84, MSE = 0.81.

## Variable 345 added with crit = 907.02, MSE = 0.799.

## Variable 368 added with crit = 906.78, MSE = 0.797.

## Variable 372 added with crit = 906.6, MSE = 0.795.

## Variable 375 added with crit = 904.67, MSE = 0.791.

## Variable 379 added with crit = 904.57, MSE = 0.789.

## Variable 384 added with crit = 902.97, MSE = 0.785.

## Variable 387 added with crit = 900.72, MSE = 0.781.

## Variable 398 added with crit = 898.39, MSE = 0.776.

## Variable 404 added with crit = 895.99, MSE = 0.772.

## Variable 411 added with crit = 894.8, MSE = 0.769.

## Variable 412 added with crit = 894.09, MSE = 0.766.

## Variable 415 added with crit = 892.59, MSE = 0.763.

## Variable 420 added with crit = 891.59, MSE = 0.76.

## Variable 429 added with crit = 891.06, MSE = 0.757.

## Variable 443 added with crit = 890.06, MSE = 0.754.

## Variable 473 added with crit = 888.02, MSE = 0.75.

## Variable 483 added with crit = 886.68, MSE = 0.747.

## Done.

## Starting the fast-forward, 0 variables, crit = 0.6, MSE = 1.001.

## Variable 3 added with crit = -7.8, MSE = 0.99.

## Variable 5 added with crit = -13.61, MSE = 0.983.

## Variable 14 added with crit = -14.72, MSE = 0.979.

## Variable 25 added with crit = -15.31, MSE = 0.977.

## Variable 29 added with crit = -15.32, MSE = 0.975.

## Variable 31 added with crit = -17.46, MSE = 0.971.

## Variable 39 added with crit = -25.97, MSE = 0.961.

## Variable 41 added with crit = -26.17, MSE = 0.959.

## Variable 45 added with crit = -26.43, MSE = 0.957.

## Variable 48 added with crit = -26.49, MSE = 0.955.

## Variable 49 added with crit = -29.28, MSE = 0.95.

## Variable 55 added with crit = -29.54, MSE = 0.948.

## Variable 65 added with crit = -29.6, MSE = 0.946.

## Variable 74 added with crit = -30.66, MSE = 0.943.

## Variable 76 added with crit = -31.09, MSE = 0.941.

## Variable 78 added with crit = -31.47, MSE = 0.939.

## Variable 80 added with crit = -31.89, MSE = 0.936.

## Variable 88 added with crit = -33.55, MSE = 0.933.

## Variable 92 added with crit = -34.36, MSE = 0.93.

## Variable 99 added with crit = -35.2, MSE = 0.928.

## Variable 103 added with crit = -37.02, MSE = 0.924.

## Variable 110 added with crit = -38.09, MSE = 0.921.

## Variable 116 added with crit = -39.33, MSE = 0.918.

## Variable 122 added with crit = -41.44, MSE = 0.914.

## Variable 123 added with crit = -43.2, MSE = 0.911.

## Variable 133 added with crit = -43.41, MSE = 0.909.

## Variable 136 added with crit = -43.54, MSE = 0.907.

## Variable 138 added with crit = -43.9, MSE = 0.905.

## Variable 147 added with crit = -44.61, MSE = 0.902.

## Variable 152 added with crit = -46.01, MSE = 0.899.

## Variable 153 added with crit = -48.11, MSE = 0.896.

## Variable 156 added with crit = -48.41, MSE = 0.894.

## Variable 157 added with crit = -49.2, MSE = 0.891.

## Variable 161 added with crit = -50.38, MSE = 0.888.

## Variable 176 added with crit = -52.58, MSE = 0.885.

## Variable 193 added with crit = -53.43, MSE = 0.882.

## Variable 199 added with crit = -55.5, MSE = 0.879.

## Variable 209 added with crit = -56.44, MSE = 0.876.

## Variable 213 added with crit = -59.23, MSE = 0.872.

## Variable 216 added with crit = -60.37, MSE = 0.869.

## Variable 218 added with crit = -60.45, MSE = 0.867.

## Variable 229 added with crit = -61.36, MSE = 0.865.

## Variable 230 added with crit = -63.57, MSE = 0.861.

## Variable 231 added with crit = -66.54, MSE = 0.857.

## Variable 232 added with crit = -71.12, MSE = 0.851.

## Variable 238 added with crit = -75.84, MSE = 0.845.

## Variable 241 added with crit = -77.12, MSE = 0.843.

## Variable 250 added with crit = -79.68, MSE = 0.839.

## Variable 251 added with crit = -84.35, MSE = 0.833.

## Variable 252 added with crit = -85.81, MSE = 0.83.

## Variable 253 added with crit = -88.13, MSE = 0.827.

## Variable 261 added with crit = -88.43, MSE = 0.825.

## Variable 267 added with crit = -88.56, MSE = 0.823.

## Variable 274 added with crit = -88.7, MSE = 0.821.

## Variable 287 added with crit = -88.8, MSE = 0.82.

## Variable 291 added with crit = -91.54, MSE = 0.816.

## Variable 299 added with crit = -92.65, MSE = 0.813.

## Variable 304 added with crit = -92.77, MSE = 0.812.

## Variable 306 added with crit = -92.79, MSE = 0.81.

## Variable 308 added with crit = -93.18, MSE = 0.808.

## Variable 309 added with crit = -93.18, MSE = 0.806.

## Variable 314 added with crit = -95.11, MSE = 0.803.

## Variable 319 added with crit = -99.41, MSE = 0.798.

## Variable 320 added with crit = -100.49, MSE = 0.796.

## Variable 327 added with crit = -101.12, MSE = 0.794.

## Variable 332 added with crit = -108.75, MSE = 0.786.

## Variable 335 added with crit = -108.97, MSE = 0.784.

## Variable 345 added with crit = -121.13, MSE = 0.773.

## Variable 352 added with crit = -122.13, MSE = 0.771.

## Variable 368 added with crit = -123.88, MSE = 0.768.

## Done.

## 
## 📊Summary after  100 tests for 950 columns
## PE_true mean:  1000.05 
## PE_real_sigma mean:  51.22636 
## PE_estimated_sigma mean:  1923.728 
## PE_CV mean:  21393.36

run_multiple_tests(N_TESTS = 1, debug=TRUE)

## 
## 📊Performing  1 tests for 2 columns
## 
## Test for 2  columns
## Shape of X: 1000 2 
## RSS =  1003.2 
## PE = sigma^2(N - n) + N = 1000.998 
## PE using real Sigma =  1003.204 
## PE using estimated Sigma =  1007.221 
## estimated PE using CV =  1009.145

## Starting the fast-forward, 0 variables, crit = 1027.88, MSE = 1.028.

## Variable 2 added with crit = 1020.25, MSE = 1.018.

## Variable 3 added with crit = 1007.2, MSE = 1.003.

## Done.

## Starting the fast-forward, 0 variables, crit = 27.5, MSE = 1.028.

## Variable 2 added with crit = 20.09, MSE = 1.018.

## Variable 3 added with crit = 7.2, MSE = 1.003.

## Done.

## Optimal model unknown sigma: 
## [1] 2
## [1] "2" "3"
## Optimal model known sigma:  
## [1] 2
## [1] "2" "3"
## 
## Test for 5  columns
## Shape of X: 1000 5 
## RSS =  966.4102 
## PE = sigma^2(N - n) + N = 1000.995 
## PE using real Sigma =  966.4202 
## PE using estimated Sigma =  976.1228 
## estimated PE using CV =  977.8377

## Starting the fast-forward, 0 variables, crit = 1027.88, MSE = 1.028.

## Variable 2 added with crit = 1020.25, MSE = 1.018.

## Variable 3 added with crit = 1007.2, MSE = 1.003.

## Variable 4 added with crit = 996.02, MSE = 0.99.

## Variable 5 added with crit = 986.93, MSE = 0.979.

## Variable 6 added with crit = 976.41, MSE = 0.966.

## Done.

## Starting the fast-forward, 0 variables, crit = 27.5, MSE = 1.028.

## Variable 2 added with crit = 20.09, MSE = 1.018.

## Variable 3 added with crit = 7.2, MSE = 1.003.

## Variable 4 added with crit = -4.03, MSE = 0.99.

## Variable 5 added with crit = -13.3, MSE = 0.979.

## Variable 6 added with crit = -24.17, MSE = 0.966.

## Done.

## Optimal model unknown sigma: 
## [1] 5
## [1] "2" "3" "4" "5" "6"
## Optimal model known sigma:  
## [1] 5
## [1] "2" "3" "4" "5" "6"
## 
## Test for 10  columns
## Shape of X: 1000 10 
## RSS =  959.0071 
## PE = sigma^2(N - n) + N = 1000.99 
## PE using real Sigma =  959.0271 
## PE using estimated Sigma =  978.381 
## estimated PE using CV =  980.1597

## Starting the fast-forward, 0 variables, crit = 1027.88, MSE = 1.028.

## Variable 2 added with crit = 1020.25, MSE = 1.018.

## Variable 3 added with crit = 1007.2, MSE = 1.003.

## Variable 4 added with crit = 996.02, MSE = 0.99.

## Variable 5 added with crit = 986.93, MSE = 0.979.

## Variable 6 added with crit = 976.41, MSE = 0.966.

## Variable 8 added with crit = 976.2, MSE = 0.964.

## Variable 11 added with crit = 973.4, MSE = 0.959.

## Done.

## Starting the fast-forward, 0 variables, crit = 27.5, MSE = 1.028.

## Variable 2 added with crit = 20.09, MSE = 1.018.

## Variable 3 added with crit = 7.2, MSE = 1.003.

## Variable 4 added with crit = -4.03, MSE = 0.99.

## Variable 5 added with crit = -13.3, MSE = 0.979.

## Variable 6 added with crit = -24.17, MSE = 0.966.

## Variable 8 added with crit = -24.46, MSE = 0.964.

## Variable 11 added with crit = -27.45, MSE = 0.959.

## Done.

## Optimal model unknown sigma: 
## [1] 7
## [1] "2"  "3"  "4"  "5"  "6"  "8"  "11"
## Optimal model known sigma:  
## [1] 7
## [1] "2"  "3"  "4"  "5"  "6"  "8"  "11"
## 
## Test for 100  columns
## Shape of X: 1000 100 
## RSS =  869.7113 
## PE = sigma^2(N - n) + N = 1000.9 
## PE using real Sigma =  869.9113 
## PE using estimated Sigma =  1062.981 
## estimated PE using CV =  1074.99

## Starting the fast-forward, 0 variables, crit = 1027.88, MSE = 1.028.

## Variable 2 added with crit = 1020.25, MSE = 1.018.

## Variable 3 added with crit = 1007.2, MSE = 1.003.

## Variable 4 added with crit = 996.02, MSE = 0.99.

## Variable 5 added with crit = 986.93, MSE = 0.979.

## Variable 6 added with crit = 976.41, MSE = 0.966.

## Variable 8 added with crit = 976.2, MSE = 0.964.

## Variable 11 added with crit = 973.4, MSE = 0.959.

## Variable 14 added with crit = 973.12, MSE = 0.957.

## Variable 18 added with crit = 973.02, MSE = 0.955.

## Variable 35 added with crit = 971.78, MSE = 0.952.

## Variable 51 added with crit = 969.63, MSE = 0.948.

## Variable 58 added with crit = 967.1, MSE = 0.943.

## Variable 60 added with crit = 966.71, MSE = 0.941.

## Variable 67 added with crit = 963.26, MSE = 0.935.

## Variable 70 added with crit = 962.96, MSE = 0.933.

## Variable 81 added with crit = 961.21, MSE = 0.929.

## Variable 83 added with crit = 957.4, MSE = 0.923.

## Variable 88 added with crit = 955.65, MSE = 0.92.

## Variable 92 added with crit = 955.21, MSE = 0.917.

## Variable 99 added with crit = 954.21, MSE = 0.914.

## Done.

## Starting the fast-forward, 0 variables, crit = 27.5, MSE = 1.028.

## Variable 2 added with crit = 20.09, MSE = 1.018.

## Variable 3 added with crit = 7.2, MSE = 1.003.

## Variable 4 added with crit = -4.03, MSE = 0.99.

## Variable 5 added with crit = -13.3, MSE = 0.979.

## Variable 6 added with crit = -24.17, MSE = 0.966.

## Variable 8 added with crit = -24.46, MSE = 0.964.

## Variable 11 added with crit = -27.45, MSE = 0.959.

## Variable 14 added with crit = -27.83, MSE = 0.957.

## Variable 18 added with crit = -28.02, MSE = 0.955.

## Variable 35 added with crit = -29.42, MSE = 0.952.

## Variable 51 added with crit = -31.79, MSE = 0.948.

## Variable 58 added with crit = -34.58, MSE = 0.943.

## Variable 60 added with crit = -35.12, MSE = 0.941.

## Variable 67 added with crit = -38.93, MSE = 0.935.

## Variable 70 added with crit = -39.39, MSE = 0.933.

## Variable 81 added with crit = -41.42, MSE = 0.929.

## Variable 83 added with crit = -45.69, MSE = 0.923.

## Variable 88 added with crit = -47.76, MSE = 0.92.

## Variable 92 added with crit = -48.41, MSE = 0.917.

## Variable 99 added with crit = -49.69, MSE = 0.914.

## Variable 100 added with crit = -49.8, MSE = 0.912.

## Variable 101 added with crit = -49.92, MSE = 0.91.

## Done.

## Optimal model unknown sigma: 
## [1] 22
##  [1] "2"   "3"   "4"   "5"   "6"   "8"   "11"  "14"  "18"  "35"  "51"  "58" 
## [13] "60"  "67"  "70"  "81"  "83"  "88"  "92"  "99"  "100" "101"
## Optimal model known sigma:  
## [1] 20
##  [1] "2"  "3"  "4"  "5"  "6"  "8"  "11" "14" "18" "35" "51" "58" "60" "67" "70"
## [16] "81" "83" "88" "92" "99"
## 
## Test for 500  columns
## Shape of X: 1000 500 
## RSS =  466.4011 
## PE = sigma^2(N - n) + N = 1000.5 
## PE using real Sigma =  467.4011 
## PE using estimated Sigma =  1399.203 
## estimated PE using CV =  1867.917

## Starting the fast-forward, 0 variables, crit = 1027.88, MSE = 1.028.

## Variable 2 added with crit = 1020.25, MSE = 1.018.

## Variable 3 added with crit = 1007.2, MSE = 1.003.

## Variable 4 added with crit = 996.02, MSE = 0.99.

## Variable 5 added with crit = 986.93, MSE = 0.979.

## Variable 6 added with crit = 976.41, MSE = 0.966.

## Variable 8 added with crit = 976.2, MSE = 0.964.

## Variable 11 added with crit = 973.4, MSE = 0.959.

## Variable 14 added with crit = 973.12, MSE = 0.957.

## Variable 18 added with crit = 973.02, MSE = 0.955.

## Variable 35 added with crit = 971.78, MSE = 0.952.

## Variable 51 added with crit = 969.63, MSE = 0.948.

## Variable 58 added with crit = 967.1, MSE = 0.943.

## Variable 60 added with crit = 966.71, MSE = 0.941.

## Variable 67 added with crit = 963.26, MSE = 0.935.

## Variable 70 added with crit = 962.96, MSE = 0.933.

## Variable 81 added with crit = 961.21, MSE = 0.929.

## Variable 83 added with crit = 957.4, MSE = 0.923.

## Variable 88 added with crit = 955.65, MSE = 0.92.

## Variable 92 added with crit = 955.21, MSE = 0.917.

## Variable 99 added with crit = 954.21, MSE = 0.914.

## Variable 110 added with crit = 952.85, MSE = 0.911.

## Variable 114 added with crit = 949.93, MSE = 0.906.

## Variable 120 added with crit = 949.04, MSE = 0.903.

## Variable 121 added with crit = 945.71, MSE = 0.898.

## Variable 123 added with crit = 945.49, MSE = 0.895.

## Variable 126 added with crit = 943.8, MSE = 0.892.

## Variable 129 added with crit = 943.06, MSE = 0.889.

## Variable 132 added with crit = 940.72, MSE = 0.885.

## Variable 153 added with crit = 940.34, MSE = 0.882.

## Variable 156 added with crit = 934.92, MSE = 0.875.

## Variable 164 added with crit = 932.48, MSE = 0.87.

## Variable 165 added with crit = 931.18, MSE = 0.867.

## Variable 174 added with crit = 930.49, MSE = 0.864.

## Variable 175 added with crit = 929.9, MSE = 0.862.

## Variable 181 added with crit = 928.81, MSE = 0.859.

## Variable 228 added with crit = 928.58, MSE = 0.857.

## Variable 234 added with crit = 927.54, MSE = 0.854.

## Variable 236 added with crit = 927.22, MSE = 0.851.

## Variable 242 added with crit = 923.71, MSE = 0.846.

## Variable 247 added with crit = 923.21, MSE = 0.843.

## Variable 249 added with crit = 920.43, MSE = 0.838.

## Variable 261 added with crit = 918.94, MSE = 0.835.

## Variable 265 added with crit = 918.64, MSE = 0.833.

## Variable 266 added with crit = 918.06, MSE = 0.83.

## Variable 267 added with crit = 917.78, MSE = 0.828.

## Variable 294 added with crit = 912.88, MSE = 0.821.

## Variable 298 added with crit = 910.59, MSE = 0.817.

## Variable 305 added with crit = 910.38, MSE = 0.814.

## Variable 309 added with crit = 909.87, MSE = 0.812.

## Variable 332 added with crit = 909.56, MSE = 0.81.

## Variable 333 added with crit = 907.91, MSE = 0.806.

## Variable 335 added with crit = 905.43, MSE = 0.801.

## Variable 344 added with crit = 904.96, MSE = 0.799.

## Variable 347 added with crit = 902.77, MSE = 0.795.

## Variable 349 added with crit = 900.76, MSE = 0.791.

## Variable 351 added with crit = 900.75, MSE = 0.789.

## Variable 366 added with crit = 897.9, MSE = 0.784.

## Variable 368 added with crit = 896.91, MSE = 0.781.

## Variable 369 added with crit = 891.8, MSE = 0.774.

## Variable 373 added with crit = 887.78, MSE = 0.768.

## Variable 377 added with crit = 887.09, MSE = 0.765.

## Variable 378 added with crit = 887.01, MSE = 0.763.

## Variable 381 added with crit = 886.99, MSE = 0.761.

## Variable 386 added with crit = 885.6, MSE = 0.758.

## Variable 408 added with crit = 885.35, MSE = 0.755.

## Variable 439 added with crit = 879.84, MSE = 0.748.

## Variable 442 added with crit = 877.76, MSE = 0.744.

## Variable 444 added with crit = 875.03, MSE = 0.739.

## Variable 459 added with crit = 873.13, MSE = 0.735.

## Variable 463 added with crit = 868.62, MSE = 0.729.

## Done.

## Starting the fast-forward, 0 variables, crit = 27.5, MSE = 1.028.

## Variable 2 added with crit = 20.09, MSE = 1.018.

## Variable 3 added with crit = 7.2, MSE = 1.003.

## Variable 4 added with crit = -4.03, MSE = 0.99.

## Variable 5 added with crit = -13.3, MSE = 0.979.

## Variable 6 added with crit = -24.17, MSE = 0.966.

## Variable 8 added with crit = -24.46, MSE = 0.964.

## Variable 11 added with crit = -27.45, MSE = 0.959.

## Variable 14 added with crit = -27.83, MSE = 0.957.

## Variable 18 added with crit = -28.02, MSE = 0.955.

## Variable 35 added with crit = -29.42, MSE = 0.952.

## Variable 51 added with crit = -31.79, MSE = 0.948.

## Variable 58 added with crit = -34.58, MSE = 0.943.

## Variable 60 added with crit = -35.12, MSE = 0.941.

## Variable 67 added with crit = -38.93, MSE = 0.935.

## Variable 70 added with crit = -39.39, MSE = 0.933.

## Variable 81 added with crit = -41.42, MSE = 0.929.

## Variable 83 added with crit = -45.69, MSE = 0.923.

## Variable 88 added with crit = -47.76, MSE = 0.92.

## Variable 92 added with crit = -48.41, MSE = 0.917.

## Variable 99 added with crit = -49.69, MSE = 0.914.

## Variable 100 added with crit = -49.8, MSE = 0.912.

## Variable 101 added with crit = -49.92, MSE = 0.91.

## Variable 110 added with crit = -51.64, MSE = 0.907.

## Variable 114 added with crit = -54.52, MSE = 0.903.

## Variable 120 added with crit = -55.81, MSE = 0.9.

## Variable 121 added with crit = -59.62, MSE = 0.894.

## Variable 123 added with crit = -59.95, MSE = 0.892.

## Variable 126 added with crit = -62.27, MSE = 0.888.

## Variable 129 added with crit = -63.01, MSE = 0.886.

## Variable 132 added with crit = -65.84, MSE = 0.882.

## Variable 153 added with crit = -66.59, MSE = 0.879.

## Variable 156 added with crit = -73.81, MSE = 0.871.

## Variable 164 added with crit = -76.83, MSE = 0.867.

## Variable 165 added with crit = -78.85, MSE = 0.863.

## Variable 174 added with crit = -79.77, MSE = 0.861.

## Variable 175 added with crit = -81, MSE = 0.858.

## Variable 181 added with crit = -82.43, MSE = 0.855.

## Variable 228 added with crit = -82.66, MSE = 0.853.

## Variable 231 added with crit = -82.9, MSE = 0.851.

## Variable 234 added with crit = -84.42, MSE = 0.848.

## Variable 236 added with crit = -85.05, MSE = 0.846.

## Variable 242 added with crit = -89.23, MSE = 0.841.

## Variable 247 added with crit = -90.4, MSE = 0.838.

## Variable 249 added with crit = -94.1, MSE = 0.834.

## Variable 252 added with crit = -94.6, MSE = 0.831.

## Variable 261 added with crit = -96.71, MSE = 0.828.

## Variable 265 added with crit = -97.57, MSE = 0.826.

## Variable 266 added with crit = -98.74, MSE = 0.823.

## Variable 267 added with crit = -99.73, MSE = 0.821.

## Variable 276 added with crit = -100.23, MSE = 0.819.

## Variable 287 added with crit = -100.47, MSE = 0.817.

## Variable 294 added with crit = -106.32, MSE = 0.81.

## Variable 298 added with crit = -109.68, MSE = 0.806.

## Variable 305 added with crit = -110.07, MSE = 0.804.

## Variable 309 added with crit = -111.39, MSE = 0.801.

## Variable 311 added with crit = -111.57, MSE = 0.8.

## Variable 330 added with crit = -112.15, MSE = 0.798.

## Variable 332 added with crit = -112.83, MSE = 0.795.

## Variable 333 added with crit = -114.92, MSE = 0.792.

## Variable 335 added with crit = -119.61, MSE = 0.787.

## Variable 344 added with crit = -120.4, MSE = 0.785.

## Variable 346 added with crit = -120.56, MSE = 0.783.

## Variable 347 added with crit = -123.18, MSE = 0.779.

## Variable 349 added with crit = -126, MSE = 0.776.

## Variable 351 added with crit = -126.21, MSE = 0.774.

## Variable 358 added with crit = -126.42, MSE = 0.772.

## Variable 366 added with crit = -129.72, MSE = 0.768.

## Variable 368 added with crit = -132, MSE = 0.765.

## Variable 369 added with crit = -139.85, MSE = 0.757.

## Variable 373 added with crit = -146.32, MSE = 0.751.

## Done.

## Optimal model unknown sigma: 
## [1] 70
##  [1] "2"   "3"   "4"   "5"   "6"   "8"   "11"  "14"  "18"  "35"  "51"  "58" 
## [13] "60"  "67"  "70"  "81"  "83"  "88"  "92"  "99"  "100" "101" "110" "114"
## [25] "120" "121" "123" "126" "129" "132" "153" "156" "164" "165" "174" "175"
## [37] "181" "228" "231" "234" "236" "242" "247" "249" "252" "261" "265" "266"
## [49] "267" "276" "287" "294" "298" "305" "309" "311" "330" "332" "333" "335"
## [61] "344" "346" "347" "349" "351" "358" "366" "368" "369" "373"
## Optimal model known sigma:  
## [1] 70
##  [1] "2"   "3"   "4"   "5"   "6"   "8"   "11"  "14"  "18"  "35"  "51"  "58" 
## [13] "60"  "67"  "70"  "81"  "83"  "88"  "92"  "99"  "110" "114" "120" "121"
## [25] "123" "126" "129" "132" "153" "156" "164" "165" "174" "175" "181" "228"
## [37] "234" "236" "242" "247" "249" "261" "265" "266" "267" "294" "298" "305"
## [49] "309" "332" "333" "335" "344" "347" "349" "351" "366" "368" "369" "373"
## [61] "377" "378" "381" "386" "408" "439" "442" "444" "459" "463"
## 
## Test for 950  columns
## Shape of X: 1000 950 
## RSS =  37.31837 
## PE = sigma^2(N - n) + N = 1000.05 
## PE using real Sigma =  39.21837 
## PE using estimated Sigma =  1455.417 
## estimated PE using CV =  15848.08

## Starting the fast-forward, 0 variables, crit = 1027.88, MSE = 1.028.

## Variable 2 added with crit = 1020.25, MSE = 1.018.

## Variable 3 added with crit = 1007.2, MSE = 1.003.

## Variable 4 added with crit = 996.02, MSE = 0.99.

## Variable 5 added with crit = 986.93, MSE = 0.979.

## Variable 6 added with crit = 976.41, MSE = 0.966.

## Variable 8 added with crit = 976.2, MSE = 0.964.

## Variable 11 added with crit = 973.4, MSE = 0.959.

## Variable 14 added with crit = 973.12, MSE = 0.957.

## Variable 18 added with crit = 973.02, MSE = 0.955.

## Variable 35 added with crit = 971.78, MSE = 0.952.

## Variable 51 added with crit = 969.63, MSE = 0.948.

## Variable 58 added with crit = 967.1, MSE = 0.943.

## Variable 60 added with crit = 966.71, MSE = 0.941.

## Variable 67 added with crit = 963.26, MSE = 0.935.

## Variable 70 added with crit = 962.96, MSE = 0.933.

## Variable 81 added with crit = 961.21, MSE = 0.929.

## Variable 83 added with crit = 957.4, MSE = 0.923.

## Variable 88 added with crit = 955.65, MSE = 0.92.

## Variable 92 added with crit = 955.21, MSE = 0.917.

## Variable 99 added with crit = 954.21, MSE = 0.914.

## Variable 110 added with crit = 952.85, MSE = 0.911.

## Variable 114 added with crit = 949.93, MSE = 0.906.

## Variable 120 added with crit = 949.04, MSE = 0.903.

## Variable 121 added with crit = 945.71, MSE = 0.898.

## Variable 123 added with crit = 945.49, MSE = 0.895.

## Variable 126 added with crit = 943.8, MSE = 0.892.

## Variable 129 added with crit = 943.06, MSE = 0.889.

## Variable 132 added with crit = 940.72, MSE = 0.885.

## Variable 153 added with crit = 940.34, MSE = 0.882.

## Variable 156 added with crit = 934.92, MSE = 0.875.

## Variable 164 added with crit = 932.48, MSE = 0.87.

## Variable 165 added with crit = 931.18, MSE = 0.867.

## Variable 174 added with crit = 930.49, MSE = 0.864.

## Variable 175 added with crit = 929.9, MSE = 0.862.

## Variable 181 added with crit = 928.81, MSE = 0.859.

## Variable 228 added with crit = 928.58, MSE = 0.857.

## Variable 234 added with crit = 927.54, MSE = 0.854.

## Variable 236 added with crit = 927.22, MSE = 0.851.

## Variable 242 added with crit = 923.71, MSE = 0.846.

## Variable 247 added with crit = 923.21, MSE = 0.843.

## Variable 249 added with crit = 920.43, MSE = 0.838.

## Variable 261 added with crit = 918.94, MSE = 0.835.

## Variable 265 added with crit = 918.64, MSE = 0.833.

## Variable 266 added with crit = 918.06, MSE = 0.83.

## Variable 267 added with crit = 917.78, MSE = 0.828.

## Variable 294 added with crit = 912.88, MSE = 0.821.

## Variable 298 added with crit = 910.59, MSE = 0.817.

## Variable 305 added with crit = 910.38, MSE = 0.814.

## Variable 309 added with crit = 909.87, MSE = 0.812.

## Variable 332 added with crit = 909.56, MSE = 0.81.

## Variable 333 added with crit = 907.91, MSE = 0.806.

## Variable 335 added with crit = 905.43, MSE = 0.801.

## Variable 344 added with crit = 904.96, MSE = 0.799.

## Variable 347 added with crit = 902.77, MSE = 0.795.

## Variable 349 added with crit = 900.76, MSE = 0.791.

## Variable 351 added with crit = 900.75, MSE = 0.789.

## Variable 366 added with crit = 897.9, MSE = 0.784.

## Variable 368 added with crit = 896.91, MSE = 0.781.

## Variable 369 added with crit = 891.8, MSE = 0.774.

## Variable 373 added with crit = 887.78, MSE = 0.768.

## Variable 377 added with crit = 887.09, MSE = 0.765.

## Variable 378 added with crit = 887.01, MSE = 0.763.

## Variable 381 added with crit = 886.99, MSE = 0.761.

## Variable 386 added with crit = 885.6, MSE = 0.758.

## Variable 408 added with crit = 885.35, MSE = 0.755.

## Variable 439 added with crit = 879.84, MSE = 0.748.

## Variable 442 added with crit = 877.76, MSE = 0.744.

## Variable 444 added with crit = 875.03, MSE = 0.739.

## Variable 459 added with crit = 873.13, MSE = 0.735.

## Variable 463 added with crit = 868.62, MSE = 0.729.

## Done.

## Starting the fast-forward, 0 variables, crit = 27.5, MSE = 1.028.

## Variable 2 added with crit = 20.09, MSE = 1.018.

## Variable 3 added with crit = 7.2, MSE = 1.003.

## Variable 4 added with crit = -4.03, MSE = 0.99.

## Variable 5 added with crit = -13.3, MSE = 0.979.

## Variable 6 added with crit = -24.17, MSE = 0.966.

## Variable 8 added with crit = -24.46, MSE = 0.964.

## Variable 11 added with crit = -27.45, MSE = 0.959.

## Variable 14 added with crit = -27.83, MSE = 0.957.

## Variable 18 added with crit = -28.02, MSE = 0.955.

## Variable 35 added with crit = -29.42, MSE = 0.952.

## Variable 51 added with crit = -31.79, MSE = 0.948.

## Variable 58 added with crit = -34.58, MSE = 0.943.

## Variable 60 added with crit = -35.12, MSE = 0.941.

## Variable 67 added with crit = -38.93, MSE = 0.935.

## Variable 70 added with crit = -39.39, MSE = 0.933.

## Variable 81 added with crit = -41.42, MSE = 0.929.

## Variable 83 added with crit = -45.69, MSE = 0.923.

## Variable 88 added with crit = -47.76, MSE = 0.92.

## Variable 92 added with crit = -48.41, MSE = 0.917.

## Variable 99 added with crit = -49.69, MSE = 0.914.

## Variable 100 added with crit = -49.8, MSE = 0.912.

## Variable 101 added with crit = -49.92, MSE = 0.91.

## Variable 110 added with crit = -51.64, MSE = 0.907.

## Variable 114 added with crit = -54.52, MSE = 0.903.

## Variable 120 added with crit = -55.81, MSE = 0.9.

## Variable 121 added with crit = -59.62, MSE = 0.894.

## Variable 123 added with crit = -59.95, MSE = 0.892.

## Variable 126 added with crit = -62.27, MSE = 0.888.

## Variable 129 added with crit = -63.01, MSE = 0.886.

## Variable 132 added with crit = -65.84, MSE = 0.882.

## Variable 153 added with crit = -66.59, MSE = 0.879.

## Variable 156 added with crit = -73.81, MSE = 0.871.

## Variable 164 added with crit = -76.83, MSE = 0.867.

## Variable 165 added with crit = -78.85, MSE = 0.863.

## Variable 174 added with crit = -79.77, MSE = 0.861.

## Variable 175 added with crit = -81, MSE = 0.858.

## Variable 181 added with crit = -82.43, MSE = 0.855.

## Variable 228 added with crit = -82.66, MSE = 0.853.

## Variable 231 added with crit = -82.9, MSE = 0.851.

## Variable 234 added with crit = -84.42, MSE = 0.848.

## Variable 236 added with crit = -85.05, MSE = 0.846.

## Variable 242 added with crit = -89.23, MSE = 0.841.

## Variable 247 added with crit = -90.4, MSE = 0.838.

## Variable 249 added with crit = -94.1, MSE = 0.834.

## Variable 252 added with crit = -94.6, MSE = 0.831.

## Variable 261 added with crit = -96.71, MSE = 0.828.

## Variable 265 added with crit = -97.57, MSE = 0.826.

## Variable 266 added with crit = -98.74, MSE = 0.823.

## Variable 267 added with crit = -99.73, MSE = 0.821.

## Variable 276 added with crit = -100.23, MSE = 0.819.

## Variable 287 added with crit = -100.47, MSE = 0.817.

## Variable 294 added with crit = -106.32, MSE = 0.81.

## Variable 298 added with crit = -109.68, MSE = 0.806.

## Variable 305 added with crit = -110.07, MSE = 0.804.

## Variable 309 added with crit = -111.39, MSE = 0.801.

## Variable 311 added with crit = -111.57, MSE = 0.8.

## Variable 330 added with crit = -112.15, MSE = 0.798.

## Variable 332 added with crit = -112.83, MSE = 0.795.

## Variable 333 added with crit = -114.92, MSE = 0.792.

## Variable 335 added with crit = -119.61, MSE = 0.787.

## Variable 344 added with crit = -120.4, MSE = 0.785.

## Variable 346 added with crit = -120.56, MSE = 0.783.

## Variable 347 added with crit = -123.18, MSE = 0.779.

## Variable 349 added with crit = -126, MSE = 0.776.

## Variable 351 added with crit = -126.21, MSE = 0.774.

## Variable 358 added with crit = -126.42, MSE = 0.772.

## Variable 366 added with crit = -129.72, MSE = 0.768.

## Variable 368 added with crit = -132, MSE = 0.765.

## Variable 369 added with crit = -139.85, MSE = 0.757.

## Variable 373 added with crit = -146.32, MSE = 0.751.

## Done.

## Optimal model unknown sigma: 
## [1] 70
##  [1] "2"   "3"   "4"   "5"   "6"   "8"   "11"  "14"  "18"  "35"  "51"  "58" 
## [13] "60"  "67"  "70"  "81"  "83"  "88"  "92"  "99"  "100" "101" "110" "114"
## [25] "120" "121" "123" "126" "129" "132" "153" "156" "164" "165" "174" "175"
## [37] "181" "228" "231" "234" "236" "242" "247" "249" "252" "261" "265" "266"
## [49] "267" "276" "287" "294" "298" "305" "309" "311" "330" "332" "333" "335"
## [61] "344" "346" "347" "349" "351" "358" "366" "368" "369" "373"
## Optimal model known sigma:  
## [1] 70
##  [1] "2"   "3"   "4"   "5"   "6"   "8"   "11"  "14"  "18"  "35"  "51"  "58" 
## [13] "60"  "67"  "70"  "81"  "83"  "88"  "92"  "99"  "110" "114" "120" "121"
## [25] "123" "126" "129" "132" "153" "156" "164" "165" "174" "175" "181" "228"
## [37] "234" "236" "242" "247" "249" "261" "265" "266" "267" "294" "298" "305"
## [49] "309" "332" "333" "335" "344" "347" "349" "351" "366" "368" "369" "373"
## [61] "377" "378" "381" "386" "408" "439" "442" "444" "459" "463"
## 
## 📊Summary after  1 tests for 950 columns
## PE_true mean:  1000.739 
## PE_real_sigma mean:  717.5304 
## PE_estimated_sigma mean:  1146.554 
## PE_CV mean:  3626.355

## 
## 📊Performing  1 tests for 5 columns
## 
## Test for 2  columns
## Shape of X: 1000 2 
## RSS =  990.6051 
## PE = sigma^2(N - n) + N = 1000.998 
## PE using real Sigma =  990.6091 
## PE using estimated Sigma =  994.5754 
## estimated PE using CV =  996.4947

## Starting the fast-forward, 0 variables, crit = 1021.36, MSE = 1.021.

## Variable 3 added with crit = 993.32, MSE = 0.991.

## Done.

## Starting the fast-forward, 0 variables, crit = 21.14, MSE = 1.021.

## Variable 3 added with crit = -6.71, MSE = 0.991.

## Done.

## Optimal model unknown sigma: 
## [1] 1
## [1] "3"
## Optimal model known sigma:  
## [1] 1
## [1] "3"
## 
## Test for 5  columns
## Shape of X: 1000 5 
## RSS =  961.3898 
## PE = sigma^2(N - n) + N = 1000.995 
## PE using real Sigma =  961.3998 
## PE using estimated Sigma =  971.052 
## estimated PE using CV =  972.877

## Starting the fast-forward, 0 variables, crit = 1021.36, MSE = 1.021.

## Variable 3 added with crit = 993.32, MSE = 0.991.

## Variable 4 added with crit = 987.35, MSE = 0.983.

## Variable 5 added with crit = 976.98, MSE = 0.971.

## Variable 6 added with crit = 970.07, MSE = 0.962.

## Done.

## Starting the fast-forward, 0 variables, crit = 21.14, MSE = 1.021.

## Variable 3 added with crit = -6.71, MSE = 0.991.

## Variable 4 added with crit = -12.79, MSE = 0.983.

## Variable 5 added with crit = -23.45, MSE = 0.971.

## Variable 6 added with crit = -30.67, MSE = 0.962.

## Done.

## Optimal model unknown sigma: 
## [1] 4
## [1] "3" "4" "5" "6"
## Optimal model known sigma:  
## [1] 4
## [1] "3" "4" "5" "6"
## 
## Test for 10  columns
## Shape of X: 1000 10 
## RSS =  960.2271 
## PE = sigma^2(N - n) + N = 1000.99 
## PE using real Sigma =  960.2471 
## PE using estimated Sigma =  979.6256 
## estimated PE using CV =  981.6161

## Starting the fast-forward, 0 variables, crit = 1021.36, MSE = 1.021.

## Variable 3 added with crit = 993.32, MSE = 0.991.

## Variable 4 added with crit = 987.35, MSE = 0.983.

## Variable 5 added with crit = 976.98, MSE = 0.971.

## Variable 6 added with crit = 970.07, MSE = 0.962.

## Done.

## Starting the fast-forward, 0 variables, crit = 21.14, MSE = 1.021.

## Variable 3 added with crit = -6.71, MSE = 0.991.

## Variable 4 added with crit = -12.79, MSE = 0.983.

## Variable 5 added with crit = -23.45, MSE = 0.971.

## Variable 6 added with crit = -30.67, MSE = 0.962.

## Done.

## Optimal model unknown sigma: 
## [1] 4
## [1] "3" "4" "5" "6"
## Optimal model known sigma:  
## [1] 4
## [1] "3" "4" "5" "6"
## 
## Test for 100  columns
## Shape of X: 1000 100 
## RSS =  850.3739 
## PE = sigma^2(N - n) + N = 1000.9 
## PE using real Sigma =  850.5739 
## PE using estimated Sigma =  1039.346 
## estimated PE using CV =  1051.121

## Starting the fast-forward, 0 variables, crit = 1021.36, MSE = 1.021.

## Variable 3 added with crit = 993.32, MSE = 0.991.

## Variable 4 added with crit = 987.35, MSE = 0.983.

## Variable 5 added with crit = 976.98, MSE = 0.971.

## Variable 6 added with crit = 970.07, MSE = 0.962.

## Variable 12 added with crit = 969.99, MSE = 0.96.

## Variable 14 added with crit = 969.55, MSE = 0.958.

## Variable 18 added with crit = 964.68, MSE = 0.951.

## Variable 29 added with crit = 964.55, MSE = 0.949.

## Variable 32 added with crit = 959.7, MSE = 0.942.

## Variable 35 added with crit = 959.3, MSE = 0.939.

## Variable 49 added with crit = 957.29, MSE = 0.935.

## Variable 52 added with crit = 955.81, MSE = 0.932.

## Variable 55 added with crit = 949.89, MSE = 0.924.

## Variable 59 added with crit = 948.49, MSE = 0.92.

## Variable 70 added with crit = 948.02, MSE = 0.918.

## Variable 73 added with crit = 945.86, MSE = 0.914.

## Variable 83 added with crit = 944.36, MSE = 0.91.

## Variable 89 added with crit = 943.92, MSE = 0.908.

## Variable 96 added with crit = 941.49, MSE = 0.903.

## Done.

## Starting the fast-forward, 0 variables, crit = 21.14, MSE = 1.021.

## Variable 3 added with crit = -6.71, MSE = 0.991.

## Variable 4 added with crit = -12.79, MSE = 0.983.

## Variable 5 added with crit = -23.45, MSE = 0.971.

## Variable 6 added with crit = -30.67, MSE = 0.962.

## Variable 12 added with crit = -30.83, MSE = 0.96.

## Variable 14 added with crit = -31.38, MSE = 0.958.

## Variable 18 added with crit = -36.58, MSE = 0.951.

## Variable 29 added with crit = -36.82, MSE = 0.949.

## Variable 32 added with crit = -42.07, MSE = 0.942.

## Variable 35 added with crit = -42.63, MSE = 0.939.

## Variable 49 added with crit = -44.9, MSE = 0.935.

## Variable 52 added with crit = -46.62, MSE = 0.932.

## Variable 55 added with crit = -53.16, MSE = 0.924.

## Variable 59 added with crit = -54.85, MSE = 0.92.

## Variable 70 added with crit = -55.54, MSE = 0.918.

## Variable 73 added with crit = -58.07, MSE = 0.914.

## Variable 80 added with crit = -58.09, MSE = 0.912.

## Variable 83 added with crit = -60.09, MSE = 0.908.

## Variable 89 added with crit = -60.87, MSE = 0.906.

## Variable 96 added with crit = -64, MSE = 0.901.

## Variable 97 added with crit = -64.16, MSE = 0.899.

## Done.

## Optimal model unknown sigma: 
## [1] 21
##  [1] "3"  "4"  "5"  "6"  "12" "14" "18" "29" "32" "35" "49" "52" "55" "59" "70"
## [16] "73" "80" "83" "89" "96" "97"
## Optimal model known sigma:  
## [1] 19
##  [1] "3"  "4"  "5"  "6"  "12" "14" "18" "29" "32" "35" "49" "52" "55" "59" "70"
## [16] "73" "83" "89" "96"
## 
## Test for 500  columns
## Shape of X: 1000 500 
## RSS =  462.1221 
## PE = sigma^2(N - n) + N = 1000.5 
## PE using real Sigma =  463.1221 
## PE using estimated Sigma =  1386.366 
## estimated PE using CV =  1862.778

## Starting the fast-forward, 0 variables, crit = 1021.36, MSE = 1.021.

## Variable 3 added with crit = 993.32, MSE = 0.991.

## Variable 4 added with crit = 987.35, MSE = 0.983.

## Variable 5 added with crit = 976.98, MSE = 0.971.

## Variable 6 added with crit = 970.07, MSE = 0.962.

## Variable 12 added with crit = 969.99, MSE = 0.96.

## Variable 14 added with crit = 969.55, MSE = 0.958.

## Variable 18 added with crit = 964.68, MSE = 0.951.

## Variable 29 added with crit = 964.55, MSE = 0.949.

## Variable 32 added with crit = 959.7, MSE = 0.942.

## Variable 35 added with crit = 959.3, MSE = 0.939.

## Variable 49 added with crit = 957.29, MSE = 0.935.

## Variable 52 added with crit = 955.81, MSE = 0.932.

## Variable 55 added with crit = 949.89, MSE = 0.924.

## Variable 59 added with crit = 948.49, MSE = 0.92.

## Variable 70 added with crit = 948.02, MSE = 0.918.

## Variable 73 added with crit = 945.86, MSE = 0.914.

## Variable 83 added with crit = 944.36, MSE = 0.91.

## Variable 89 added with crit = 943.92, MSE = 0.908.

## Variable 96 added with crit = 941.49, MSE = 0.903.

## Variable 103 added with crit = 938.26, MSE = 0.898.

## Variable 104 added with crit = 938.13, MSE = 0.896.

## Variable 109 added with crit = 937.97, MSE = 0.894.

## Variable 110 added with crit = 934.92, MSE = 0.889.

## Variable 111 added with crit = 934.7, MSE = 0.887.

## Variable 120 added with crit = 934.35, MSE = 0.884.

## Variable 126 added with crit = 929.63, MSE = 0.878.

## Variable 133 added with crit = 929.55, MSE = 0.876.

## Variable 139 added with crit = 925.65, MSE = 0.87.

## Variable 140 added with crit = 922.1, MSE = 0.864.

## Variable 165 added with crit = 920.5, MSE = 0.861.

## Variable 169 added with crit = 919.8, MSE = 0.858.

## Variable 188 added with crit = 918.79, MSE = 0.855.

## Variable 208 added with crit = 916.92, MSE = 0.851.

## Variable 212 added with crit = 915.99, MSE = 0.848.

## Variable 213 added with crit = 914.48, MSE = 0.844.

## Variable 216 added with crit = 912.57, MSE = 0.841.

## Variable 219 added with crit = 912.46, MSE = 0.838.

## Variable 230 added with crit = 909.19, MSE = 0.833.

## Variable 231 added with crit = 906.24, MSE = 0.828.

## Variable 239 added with crit = 905.8, MSE = 0.826.

## Variable 240 added with crit = 905.64, MSE = 0.824.

## Variable 247 added with crit = 904.78, MSE = 0.821.

## Variable 265 added with crit = 901.3, MSE = 0.815.

## Variable 267 added with crit = 901.08, MSE = 0.813.

## Variable 276 added with crit = 900.52, MSE = 0.811.

## Variable 278 added with crit = 898.91, MSE = 0.807.

## Variable 282 added with crit = 896.16, MSE = 0.802.

## Variable 296 added with crit = 895.08, MSE = 0.799.

## Variable 313 added with crit = 895.04, MSE = 0.797.

## Variable 318 added with crit = 892.94, MSE = 0.793.

## Variable 327 added with crit = 891.86, MSE = 0.79.

## Variable 333 added with crit = 891.51, MSE = 0.788.

## Variable 335 added with crit = 889.9, MSE = 0.784.

## Variable 343 added with crit = 888.57, MSE = 0.781.

## Variable 349 added with crit = 887.28, MSE = 0.777.

## Variable 354 added with crit = 886.64, MSE = 0.775.

## Variable 361 added with crit = 886.53, MSE = 0.773.

## Variable 364 added with crit = 885.89, MSE = 0.77.

## Variable 382 added with crit = 884.94, MSE = 0.767.

## Variable 384 added with crit = 883.69, MSE = 0.764.

## Variable 391 added with crit = 882.86, MSE = 0.761.

## Variable 392 added with crit = 880.24, MSE = 0.756.

## Variable 401 added with crit = 879.05, MSE = 0.753.

## Variable 407 added with crit = 878.08, MSE = 0.75.

## Variable 411 added with crit = 876.91, MSE = 0.747.

## Variable 427 added with crit = 874.51, MSE = 0.743.

## Variable 431 added with crit = 868.97, MSE = 0.735.

## Variable 441 added with crit = 867.7, MSE = 0.732.

## Variable 445 added with crit = 867.48, MSE = 0.729.

## Variable 451 added with crit = 866.82, MSE = 0.727.

## Done.

## Starting the fast-forward, 0 variables, crit = 21.14, MSE = 1.021.

## Variable 3 added with crit = -6.71, MSE = 0.991.

## Variable 4 added with crit = -12.79, MSE = 0.983.

## Variable 5 added with crit = -23.45, MSE = 0.971.

## Variable 6 added with crit = -30.67, MSE = 0.962.

## Variable 12 added with crit = -30.83, MSE = 0.96.

## Variable 14 added with crit = -31.38, MSE = 0.958.

## Variable 18 added with crit = -36.58, MSE = 0.951.

## Variable 29 added with crit = -36.82, MSE = 0.949.

## Variable 32 added with crit = -42.07, MSE = 0.942.

## Variable 35 added with crit = -42.63, MSE = 0.939.

## Variable 49 added with crit = -44.9, MSE = 0.935.

## Variable 52 added with crit = -46.62, MSE = 0.932.

## Variable 55 added with crit = -53.16, MSE = 0.924.

## Variable 59 added with crit = -54.85, MSE = 0.92.

## Variable 70 added with crit = -55.54, MSE = 0.918.

## Variable 73 added with crit = -58.07, MSE = 0.914.

## Variable 80 added with crit = -58.09, MSE = 0.912.

## Variable 83 added with crit = -60.09, MSE = 0.908.

## Variable 89 added with crit = -60.87, MSE = 0.906.

## Variable 96 added with crit = -64, MSE = 0.901.

## Variable 97 added with crit = -64.16, MSE = 0.899.

## Variable 103 added with crit = -67.68, MSE = 0.894.

## Variable 104 added with crit = -68.19, MSE = 0.892.

## Variable 109 added with crit = -68.5, MSE = 0.89.

## Variable 110 added with crit = -72.27, MSE = 0.885.

## Variable 111 added with crit = -72.96, MSE = 0.883.

## Variable 120 added with crit = -73.69, MSE = 0.88.

## Variable 126 added with crit = -78.58, MSE = 0.874.

## Variable 133 added with crit = -79.06, MSE = 0.872.

## Variable 139 added with crit = -83.68, MSE = 0.866.

## Variable 140 added with crit = -88.14, MSE = 0.861.

## Variable 158 added with crit = -88.35, MSE = 0.859.

## Variable 165 added with crit = -90.44, MSE = 0.855.

## Variable 169 added with crit = -91.61, MSE = 0.852.

## Variable 188 added with crit = -93.33, MSE = 0.849.

## Variable 208 added with crit = -96.06, MSE = 0.845.

## Variable 212 added with crit = -97.94, MSE = 0.842.

## Variable 213 added with crit = -99.81, MSE = 0.839.

## Variable 216 added with crit = -103, MSE = 0.834.

## Variable 219 added with crit = -103.41, MSE = 0.832.

## Variable 230 added with crit = -107.53, MSE = 0.827.

## Variable 231 added with crit = -111.94, MSE = 0.822.

## Variable 239 added with crit = -112.47, MSE = 0.82.

## Variable 240 added with crit = -113.36, MSE = 0.818.

## Variable 247 added with crit = -114.79, MSE = 0.815.

## Variable 265 added with crit = -119.37, MSE = 0.809.

## Variable 267 added with crit = -120.17, MSE = 0.807.

## Variable 271 added with crit = -120.43, MSE = 0.805.

## Variable 275 added with crit = -121.02, MSE = 0.803.

## Variable 276 added with crit = -121.35, MSE = 0.801.

## Variable 278 added with crit = -124.12, MSE = 0.798.

## Variable 282 added with crit = -128.79, MSE = 0.792.

## Variable 287 added with crit = -129.33, MSE = 0.79.

## Variable 296 added with crit = -131.13, MSE = 0.787.

## Variable 302 added with crit = -131.33, MSE = 0.786.

## Variable 309 added with crit = -131.45, MSE = 0.784.

## Variable 313 added with crit = -132.02, MSE = 0.782.

## Variable 318 added with crit = -135.39, MSE = 0.778.

## Variable 327 added with crit = -137.15, MSE = 0.775.

## Variable 333 added with crit = -137.96, MSE = 0.773.

## Variable 335 added with crit = -139.56, MSE = 0.77.

## Variable 343 added with crit = -142.33, MSE = 0.766.

## Variable 349 added with crit = -144.51, MSE = 0.763.

## Variable 354 added with crit = -146.32, MSE = 0.76.

## Variable 357 added with crit = -146.36, MSE = 0.759.

## Variable 361 added with crit = -147.43, MSE = 0.756.

## Variable 363 added with crit = -147.7, MSE = 0.755.

## Variable 364 added with crit = -149.11, MSE = 0.752.

## Variable 382 added with crit = -152.06, MSE = 0.748.

## Variable 384 added with crit = -154.64, MSE = 0.745.

## Done.

## Optimal model unknown sigma: 
## [1] 70
##  [1] "3"   "4"   "5"   "6"   "12"  "14"  "18"  "29"  "32"  "35"  "49"  "52" 
## [13] "55"  "59"  "70"  "73"  "80"  "83"  "89"  "96"  "97"  "103" "104" "109"
## [25] "110" "111" "120" "126" "133" "139" "140" "158" "165" "169" "188" "208"
## [37] "212" "213" "216" "219" "230" "231" "239" "240" "247" "265" "267" "271"
## [49] "275" "276" "278" "282" "287" "296" "302" "309" "313" "318" "327" "333"
## [61] "335" "343" "349" "354" "357" "361" "363" "364" "382" "384"
## Optimal model known sigma:  
## [1] 70
##  [1] "3"   "4"   "5"   "6"   "12"  "14"  "18"  "29"  "32"  "35"  "49"  "52" 
## [13] "55"  "59"  "70"  "73"  "83"  "89"  "96"  "103" "104" "109" "110" "111"
## [25] "120" "126" "133" "139" "140" "165" "169" "188" "208" "212" "213" "216"
## [37] "219" "230" "231" "239" "240" "247" "265" "267" "276" "278" "282" "296"
## [49] "313" "318" "327" "333" "335" "343" "349" "354" "361" "364" "382" "384"
## [61] "391" "392" "401" "407" "411" "427" "431" "441" "445" "451"
## 
## Test for 950  columns
## Shape of X: 1000 950 
## RSS =  64.03194 
## PE = sigma^2(N - n) + N = 1000.05 
## PE using real Sigma =  65.93194 
## PE using estimated Sigma =  2497.246 
## estimated PE using CV =  26815.67

## Starting the fast-forward, 0 variables, crit = 1021.36, MSE = 1.021.

## Variable 3 added with crit = 993.32, MSE = 0.991.

## Variable 4 added with crit = 987.35, MSE = 0.983.

## Variable 5 added with crit = 976.98, MSE = 0.971.

## Variable 6 added with crit = 970.07, MSE = 0.962.

## Variable 12 added with crit = 969.99, MSE = 0.96.

## Variable 14 added with crit = 969.55, MSE = 0.958.

## Variable 18 added with crit = 964.68, MSE = 0.951.

## Variable 29 added with crit = 964.55, MSE = 0.949.

## Variable 32 added with crit = 959.7, MSE = 0.942.

## Variable 35 added with crit = 959.3, MSE = 0.939.

## Variable 49 added with crit = 957.29, MSE = 0.935.

## Variable 52 added with crit = 955.81, MSE = 0.932.

## Variable 55 added with crit = 949.89, MSE = 0.924.

## Variable 59 added with crit = 948.49, MSE = 0.92.

## Variable 70 added with crit = 948.02, MSE = 0.918.

## Variable 73 added with crit = 945.86, MSE = 0.914.

## Variable 83 added with crit = 944.36, MSE = 0.91.

## Variable 89 added with crit = 943.92, MSE = 0.908.

## Variable 96 added with crit = 941.49, MSE = 0.903.

## Variable 103 added with crit = 938.26, MSE = 0.898.

## Variable 104 added with crit = 938.13, MSE = 0.896.

## Variable 109 added with crit = 937.97, MSE = 0.894.

## Variable 110 added with crit = 934.92, MSE = 0.889.

## Variable 111 added with crit = 934.7, MSE = 0.887.

## Variable 120 added with crit = 934.35, MSE = 0.884.

## Variable 126 added with crit = 929.63, MSE = 0.878.

## Variable 133 added with crit = 929.55, MSE = 0.876.

## Variable 139 added with crit = 925.65, MSE = 0.87.

## Variable 140 added with crit = 922.1, MSE = 0.864.

## Variable 165 added with crit = 920.5, MSE = 0.861.

## Variable 169 added with crit = 919.8, MSE = 0.858.

## Variable 188 added with crit = 918.79, MSE = 0.855.

## Variable 208 added with crit = 916.92, MSE = 0.851.

## Variable 212 added with crit = 915.99, MSE = 0.848.

## Variable 213 added with crit = 914.48, MSE = 0.844.

## Variable 216 added with crit = 912.57, MSE = 0.841.

## Variable 219 added with crit = 912.46, MSE = 0.838.

## Variable 230 added with crit = 909.19, MSE = 0.833.

## Variable 231 added with crit = 906.24, MSE = 0.828.

## Variable 239 added with crit = 905.8, MSE = 0.826.

## Variable 240 added with crit = 905.64, MSE = 0.824.

## Variable 247 added with crit = 904.78, MSE = 0.821.

## Variable 265 added with crit = 901.3, MSE = 0.815.

## Variable 267 added with crit = 901.08, MSE = 0.813.

## Variable 276 added with crit = 900.52, MSE = 0.811.

## Variable 278 added with crit = 898.91, MSE = 0.807.

## Variable 282 added with crit = 896.16, MSE = 0.802.

## Variable 296 added with crit = 895.08, MSE = 0.799.

## Variable 313 added with crit = 895.04, MSE = 0.797.

## Variable 318 added with crit = 892.94, MSE = 0.793.

## Variable 327 added with crit = 891.86, MSE = 0.79.

## Variable 333 added with crit = 891.51, MSE = 0.788.

## Variable 335 added with crit = 889.9, MSE = 0.784.

## Variable 343 added with crit = 888.57, MSE = 0.781.

## Variable 349 added with crit = 887.28, MSE = 0.777.

## Variable 354 added with crit = 886.64, MSE = 0.775.

## Variable 361 added with crit = 886.53, MSE = 0.773.

## Variable 364 added with crit = 885.89, MSE = 0.77.

## Variable 382 added with crit = 884.94, MSE = 0.767.

## Variable 384 added with crit = 883.69, MSE = 0.764.

## Variable 391 added with crit = 882.86, MSE = 0.761.

## Variable 392 added with crit = 880.24, MSE = 0.756.

## Variable 401 added with crit = 879.05, MSE = 0.753.

## Variable 407 added with crit = 878.08, MSE = 0.75.

## Variable 411 added with crit = 876.91, MSE = 0.747.

## Variable 427 added with crit = 874.51, MSE = 0.743.

## Variable 431 added with crit = 868.97, MSE = 0.735.

## Variable 441 added with crit = 867.7, MSE = 0.732.

## Variable 445 added with crit = 867.48, MSE = 0.729.

## Variable 451 added with crit = 866.82, MSE = 0.727.

## Done.

## Starting the fast-forward, 0 variables, crit = 21.14, MSE = 1.021.

## Variable 3 added with crit = -6.71, MSE = 0.991.

## Variable 4 added with crit = -12.79, MSE = 0.983.

## Variable 5 added with crit = -23.45, MSE = 0.971.

## Variable 6 added with crit = -30.67, MSE = 0.962.

## Variable 12 added with crit = -30.83, MSE = 0.96.

## Variable 14 added with crit = -31.38, MSE = 0.958.

## Variable 18 added with crit = -36.58, MSE = 0.951.

## Variable 29 added with crit = -36.82, MSE = 0.949.

## Variable 32 added with crit = -42.07, MSE = 0.942.

## Variable 35 added with crit = -42.63, MSE = 0.939.

## Variable 49 added with crit = -44.9, MSE = 0.935.

## Variable 52 added with crit = -46.62, MSE = 0.932.

## Variable 55 added with crit = -53.16, MSE = 0.924.

## Variable 59 added with crit = -54.85, MSE = 0.92.

## Variable 70 added with crit = -55.54, MSE = 0.918.

## Variable 73 added with crit = -58.07, MSE = 0.914.

## Variable 80 added with crit = -58.09, MSE = 0.912.

## Variable 83 added with crit = -60.09, MSE = 0.908.

## Variable 89 added with crit = -60.87, MSE = 0.906.

## Variable 96 added with crit = -64, MSE = 0.901.

## Variable 97 added with crit = -64.16, MSE = 0.899.

## Variable 103 added with crit = -67.68, MSE = 0.894.

## Variable 104 added with crit = -68.19, MSE = 0.892.

## Variable 109 added with crit = -68.5, MSE = 0.89.

## Variable 110 added with crit = -72.27, MSE = 0.885.

## Variable 111 added with crit = -72.96, MSE = 0.883.

## Variable 120 added with crit = -73.69, MSE = 0.88.

## Variable 126 added with crit = -78.58, MSE = 0.874.

## Variable 133 added with crit = -79.06, MSE = 0.872.

## Variable 139 added with crit = -83.68, MSE = 0.866.

## Variable 140 added with crit = -88.14, MSE = 0.861.

## Variable 158 added with crit = -88.35, MSE = 0.859.

## Variable 165 added with crit = -90.44, MSE = 0.855.

## Variable 169 added with crit = -91.61, MSE = 0.852.

## Variable 188 added with crit = -93.33, MSE = 0.849.

## Variable 208 added with crit = -96.06, MSE = 0.845.

## Variable 212 added with crit = -97.94, MSE = 0.842.

## Variable 213 added with crit = -99.81, MSE = 0.839.

## Variable 216 added with crit = -103, MSE = 0.834.

## Variable 219 added with crit = -103.41, MSE = 0.832.

## Variable 230 added with crit = -107.53, MSE = 0.827.

## Variable 231 added with crit = -111.94, MSE = 0.822.

## Variable 239 added with crit = -112.47, MSE = 0.82.

## Variable 240 added with crit = -113.36, MSE = 0.818.

## Variable 247 added with crit = -114.79, MSE = 0.815.

## Variable 265 added with crit = -119.37, MSE = 0.809.

## Variable 267 added with crit = -120.17, MSE = 0.807.

## Variable 271 added with crit = -120.43, MSE = 0.805.

## Variable 275 added with crit = -121.02, MSE = 0.803.

## Variable 276 added with crit = -121.35, MSE = 0.801.

## Variable 278 added with crit = -124.12, MSE = 0.798.

## Variable 282 added with crit = -128.79, MSE = 0.792.

## Variable 287 added with crit = -129.33, MSE = 0.79.

## Variable 296 added with crit = -131.13, MSE = 0.787.

## Variable 302 added with crit = -131.33, MSE = 0.786.

## Variable 309 added with crit = -131.45, MSE = 0.784.

## Variable 313 added with crit = -132.02, MSE = 0.782.

## Variable 318 added with crit = -135.39, MSE = 0.778.

## Variable 327 added with crit = -137.15, MSE = 0.775.

## Variable 333 added with crit = -137.96, MSE = 0.773.

## Variable 335 added with crit = -139.56, MSE = 0.77.

## Variable 343 added with crit = -142.33, MSE = 0.766.

## Variable 349 added with crit = -144.51, MSE = 0.763.

## Variable 354 added with crit = -146.32, MSE = 0.76.

## Variable 357 added with crit = -146.36, MSE = 0.759.

## Variable 361 added with crit = -147.43, MSE = 0.756.

## Variable 363 added with crit = -147.7, MSE = 0.755.

## Variable 364 added with crit = -149.11, MSE = 0.752.

## Variable 382 added with crit = -152.06, MSE = 0.748.

## Variable 384 added with crit = -154.64, MSE = 0.745.

## Done.

## Optimal model unknown sigma: 
## [1] 70
##  [1] "3"   "4"   "5"   "6"   "12"  "14"  "18"  "29"  "32"  "35"  "49"  "52" 
## [13] "55"  "59"  "70"  "73"  "80"  "83"  "89"  "96"  "97"  "103" "104" "109"
## [25] "110" "111" "120" "126" "133" "139" "140" "158" "165" "169" "188" "208"
## [37] "212" "213" "216" "219" "230" "231" "239" "240" "247" "265" "267" "271"
## [49] "275" "276" "278" "282" "287" "296" "302" "309" "313" "318" "327" "333"
## [61] "335" "343" "349" "354" "357" "361" "363" "364" "382" "384"
## Optimal model known sigma:  
## [1] 70
##  [1] "3"   "4"   "5"   "6"   "12"  "14"  "18"  "29"  "32"  "35"  "49"  "52" 
## [13] "55"  "59"  "70"  "73"  "83"  "89"  "96"  "103" "104" "109" "110" "111"
## [25] "120" "126" "133" "139" "140" "165" "169" "188" "208" "212" "213" "216"
## [37] "219" "230" "231" "239" "240" "247" "265" "267" "276" "278" "282" "296"
## [49] "313" "318" "327" "333" "335" "343" "349" "354" "361" "364" "382" "384"
## [61] "391" "392" "401" "407" "411" "427" "431" "441" "445" "451"
## 
## 📊Summary after  1 tests for 950 columns
## PE_true mean:  1000.739 
## PE_real_sigma mean:  715.314 
## PE_estimated_sigma mean:  1311.369 
## PE_CV mean:  5446.76

## 
## 📊Performing  1 tests for 10 columns
## 
## Test for 2  columns
## Shape of X: 1000 2 
## RSS =  1018.221 
## PE = sigma^2(N - n) + N = 1000.998 
## PE using real Sigma =  1018.225 
## PE using estimated Sigma =  1022.302 
## estimated PE using CV =  1024.284

## Starting the fast-forward, 0 variables, crit = 1043.2, MSE = 1.043.

## Variable 2 added with crit = 1031.58, MSE = 1.03.

## Variable 3 added with crit = 1022.22, MSE = 1.018.

## Done.

## Starting the fast-forward, 0 variables, crit = 42.3, MSE = 1.043.

## Variable 2 added with crit = 31.15, MSE = 1.03.

## Variable 3 added with crit = 22.06, MSE = 1.018.

## Done.

## Optimal model unknown sigma: 
## [1] 2
## [1] "2" "3"
## Optimal model known sigma:  
## [1] 2
## [1] "2" "3"
## 
## Test for 5  columns
## Shape of X: 1000 5 
## RSS =  978.5822 
## PE = sigma^2(N - n) + N = 1000.995 
## PE using real Sigma =  978.5922 
## PE using estimated Sigma =  988.4172 
## estimated PE using CV =  990.5641

## Starting the fast-forward, 0 variables, crit = 1043.2, MSE = 1.043.

## Variable 2 added with crit = 1031.58, MSE = 1.03.

## Variable 3 added with crit = 1022.22, MSE = 1.018.

## Variable 4 added with crit = 1021.43, MSE = 1.015.

## Variable 5 added with crit = 1000.25, MSE = 0.992.

## Variable 6 added with crit = 988.58, MSE = 0.979.

## Done.

## Starting the fast-forward, 0 variables, crit = 42.3, MSE = 1.043.

## Variable 2 added with crit = 31.15, MSE = 1.03.

## Variable 3 added with crit = 22.06, MSE = 1.018.

## Variable 4 added with crit = 21.31, MSE = 1.015.

## Variable 5 added with crit = 0.22, MSE = 0.992.

## Variable 6 added with crit = -11.65, MSE = 0.979.

## Done.

## Optimal model unknown sigma: 
## [1] 5
## [1] "2" "3" "4" "5" "6"
## Optimal model known sigma:  
## [1] 5
## [1] "2" "3" "4" "5" "6"
## 
## Test for 10  columns
## Shape of X: 1000 10 
## RSS =  970.9794 
## PE = sigma^2(N - n) + N = 1000.99 
## PE using real Sigma =  970.9994 
## PE using estimated Sigma =  990.5952 
## estimated PE using CV =  992.5311

## Starting the fast-forward, 0 variables, crit = 1043.2, MSE = 1.043.

## Variable 2 added with crit = 1031.58, MSE = 1.03.

## Variable 3 added with crit = 1022.22, MSE = 1.018.

## Variable 4 added with crit = 1021.43, MSE = 1.015.

## Variable 5 added with crit = 1000.25, MSE = 0.992.

## Variable 6 added with crit = 988.58, MSE = 0.979.

## Variable 11 added with crit = 986.39, MSE = 0.974.

## Done.

## Starting the fast-forward, 0 variables, crit = 42.3, MSE = 1.043.

## Variable 2 added with crit = 31.15, MSE = 1.03.

## Variable 3 added with crit = 22.06, MSE = 1.018.

## Variable 4 added with crit = 21.31, MSE = 1.015.

## Variable 5 added with crit = 0.22, MSE = 0.992.

## Variable 6 added with crit = -11.65, MSE = 0.979.

## Variable 11 added with crit = -13.94, MSE = 0.974.

## Done.

## Optimal model unknown sigma: 
## [1] 6
## [1] "2"  "3"  "4"  "5"  "6"  "11"
## Optimal model known sigma:  
## [1] 6
## [1] "2"  "3"  "4"  "5"  "6"  "11"
## 
## Test for 100  columns
## Shape of X: 1000 100 
## RSS =  887.1721 
## PE = sigma^2(N - n) + N = 1000.9 
## PE using real Sigma =  887.3721 
## PE using estimated Sigma =  1084.321 
## estimated PE using CV =  1097.753

## Starting the fast-forward, 0 variables, crit = 1043.2, MSE = 1.043.

## Variable 2 added with crit = 1031.58, MSE = 1.03.

## Variable 3 added with crit = 1022.22, MSE = 1.018.

## Variable 4 added with crit = 1021.43, MSE = 1.015.

## Variable 5 added with crit = 1000.25, MSE = 0.992.

## Variable 6 added with crit = 988.58, MSE = 0.979.

## Variable 11 added with crit = 986.39, MSE = 0.974.

## Variable 21 added with crit = 984.08, MSE = 0.97.

## Variable 26 added with crit = 983.26, MSE = 0.967.

## Variable 28 added with crit = 982.95, MSE = 0.965.

## Variable 30 added with crit = 982.2, MSE = 0.962.

## Variable 42 added with crit = 981.32, MSE = 0.959.

## Variable 50 added with crit = 975.35, MSE = 0.951.

## Variable 63 added with crit = 974.86, MSE = 0.949.

## Variable 64 added with crit = 974.72, MSE = 0.947.

## Variable 69 added with crit = 974.03, MSE = 0.944.

## Variable 72 added with crit = 973.39, MSE = 0.941.

## Variable 75 added with crit = 972.94, MSE = 0.939.

## Variable 85 added with crit = 971.78, MSE = 0.936.

## Variable 94 added with crit = 970.21, MSE = 0.932.

## Variable 98 added with crit = 969.97, MSE = 0.93.

## Done.

## Starting the fast-forward, 0 variables, crit = 42.3, MSE = 1.043.

## Variable 2 added with crit = 31.15, MSE = 1.03.

## Variable 3 added with crit = 22.06, MSE = 1.018.

## Variable 4 added with crit = 21.31, MSE = 1.015.

## Variable 5 added with crit = 0.22, MSE = 0.992.

## Variable 6 added with crit = -11.65, MSE = 0.979.

## Variable 11 added with crit = -13.94, MSE = 0.974.

## Variable 21 added with crit = -16.37, MSE = 0.97.

## Variable 26 added with crit = -17.29, MSE = 0.967.

## Variable 28 added with crit = -17.68, MSE = 0.965.

## Variable 30 added with crit = -18.53, MSE = 0.962.

## Variable 42 added with crit = -19.53, MSE = 0.959.

## Variable 50 added with crit = -25.87, MSE = 0.951.

## Variable 63 added with crit = -26.49, MSE = 0.949.

## Variable 64 added with crit = -26.75, MSE = 0.947.

## Variable 69 added with crit = -27.6, MSE = 0.944.

## Variable 72 added with crit = -28.4, MSE = 0.941.

## Variable 75 added with crit = -29, MSE = 0.939.

## Variable 85 added with crit = -30.37, MSE = 0.936.

## Variable 94 added with crit = -32.19, MSE = 0.932.

## Variable 98 added with crit = -32.6, MSE = 0.93.

## Done.

## Optimal model unknown sigma: 
## [1] 20
##  [1] "2"  "3"  "4"  "5"  "6"  "11" "21" "26" "28" "30" "42" "50" "63" "64" "69"
## [16] "72" "75" "85" "94" "98"
## Optimal model known sigma:  
## [1] 20
##  [1] "2"  "3"  "4"  "5"  "6"  "11" "21" "26" "28" "30" "42" "50" "63" "64" "69"
## [16] "72" "75" "85" "94" "98"
## 
## Test for 500  columns
## Shape of X: 1000 500 
## RSS =  498.8813 
## PE = sigma^2(N - n) + N = 1000.5 
## PE using real Sigma =  499.8813 
## PE using estimated Sigma =  1496.644 
## estimated PE using CV =  2003.127

## Starting the fast-forward, 0 variables, crit = 1043.2, MSE = 1.043.

## Variable 2 added with crit = 1031.58, MSE = 1.03.

## Variable 3 added with crit = 1022.22, MSE = 1.018.

## Variable 4 added with crit = 1021.43, MSE = 1.015.

## Variable 5 added with crit = 1000.25, MSE = 0.992.

## Variable 6 added with crit = 988.58, MSE = 0.979.

## Variable 11 added with crit = 986.39, MSE = 0.974.

## Variable 21 added with crit = 984.08, MSE = 0.97.

## Variable 26 added with crit = 983.26, MSE = 0.967.

## Variable 28 added with crit = 982.95, MSE = 0.965.

## Variable 30 added with crit = 982.2, MSE = 0.962.

## Variable 42 added with crit = 981.32, MSE = 0.959.

## Variable 50 added with crit = 975.35, MSE = 0.951.

## Variable 63 added with crit = 974.86, MSE = 0.949.

## Variable 64 added with crit = 974.72, MSE = 0.947.

## Variable 69 added with crit = 974.03, MSE = 0.944.

## Variable 72 added with crit = 973.39, MSE = 0.941.

## Variable 75 added with crit = 972.94, MSE = 0.939.

## Variable 85 added with crit = 971.78, MSE = 0.936.

## Variable 94 added with crit = 970.21, MSE = 0.932.

## Variable 98 added with crit = 969.97, MSE = 0.93.

## Variable 102 added with crit = 969.86, MSE = 0.928.

## Variable 112 added with crit = 969.5, MSE = 0.925.

## Variable 117 added with crit = 966.38, MSE = 0.92.

## Variable 120 added with crit = 965.73, MSE = 0.918.

## Variable 135 added with crit = 965.57, MSE = 0.916.

## Variable 142 added with crit = 965.16, MSE = 0.913.

## Variable 155 added with crit = 964.52, MSE = 0.911.

## Variable 163 added with crit = 963.78, MSE = 0.908.

## Variable 184 added with crit = 960.93, MSE = 0.903.

## Variable 187 added with crit = 960.65, MSE = 0.901.

## Variable 198 added with crit = 959.98, MSE = 0.898.

## Variable 210 added with crit = 955.54, MSE = 0.892.

## Variable 217 added with crit = 954.09, MSE = 0.888.

## Variable 224 added with crit = 951.76, MSE = 0.884.

## Variable 228 added with crit = 951.58, MSE = 0.882.

## Variable 229 added with crit = 950.86, MSE = 0.879.

## Variable 236 added with crit = 950.57, MSE = 0.877.

## Variable 237 added with crit = 950.15, MSE = 0.874.

## Variable 238 added with crit = 949.54, MSE = 0.872.

## Variable 245 added with crit = 946.06, MSE = 0.866.

## Variable 253 added with crit = 943.53, MSE = 0.862.

## Variable 258 added with crit = 933.3, MSE = 0.849.

## Variable 274 added with crit = 932.07, MSE = 0.846.

## Variable 289 added with crit = 932, MSE = 0.844.

## Variable 292 added with crit = 931.82, MSE = 0.842.

## Variable 295 added with crit = 931.8, MSE = 0.84.

## Variable 297 added with crit = 931.49, MSE = 0.837.

## Variable 300 added with crit = 930.29, MSE = 0.834.

## Variable 305 added with crit = 930.19, MSE = 0.832.

## Variable 336 added with crit = 927.3, MSE = 0.827.

## Variable 337 added with crit = 925.49, MSE = 0.823.

## Variable 359 added with crit = 925.3, MSE = 0.821.

## Variable 373 added with crit = 924.84, MSE = 0.819.

## Variable 378 added with crit = 923.47, MSE = 0.815.

## Variable 379 added with crit = 923.21, MSE = 0.813.

## Variable 389 added with crit = 921.11, MSE = 0.809.

## Variable 393 added with crit = 919.48, MSE = 0.805.

## Variable 400 added with crit = 917.35, MSE = 0.801.

## Variable 411 added with crit = 916.59, MSE = 0.799.

## Variable 425 added with crit = 915.87, MSE = 0.796.

## Variable 428 added with crit = 915.87, MSE = 0.794.

## Variable 430 added with crit = 914.78, MSE = 0.791.

## Variable 433 added with crit = 912.95, MSE = 0.787.

## Variable 446 added with crit = 912.64, MSE = 0.785.

## Variable 457 added with crit = 911.61, MSE = 0.782.

## Variable 459 added with crit = 910.81, MSE = 0.779.

## Variable 469 added with crit = 907.77, MSE = 0.774.

## Variable 475 added with crit = 907.29, MSE = 0.771.

## Variable 476 added with crit = 907.21, MSE = 0.769.

## Variable 481 added with crit = 906.58, MSE = 0.767.

## Done.

## Starting the fast-forward, 0 variables, crit = 42.3, MSE = 1.043.

## Variable 2 added with crit = 31.15, MSE = 1.03.

## Variable 3 added with crit = 22.06, MSE = 1.018.

## Variable 4 added with crit = 21.31, MSE = 1.015.

## Variable 5 added with crit = 0.22, MSE = 0.992.

## Variable 6 added with crit = -11.65, MSE = 0.979.

## Variable 11 added with crit = -13.94, MSE = 0.974.

## Variable 21 added with crit = -16.37, MSE = 0.97.

## Variable 26 added with crit = -17.29, MSE = 0.967.

## Variable 28 added with crit = -17.68, MSE = 0.965.

## Variable 30 added with crit = -18.53, MSE = 0.962.

## Variable 42 added with crit = -19.53, MSE = 0.959.

## Variable 50 added with crit = -25.87, MSE = 0.951.

## Variable 63 added with crit = -26.49, MSE = 0.949.

## Variable 64 added with crit = -26.75, MSE = 0.947.

## Variable 69 added with crit = -27.6, MSE = 0.944.

## Variable 72 added with crit = -28.4, MSE = 0.941.

## Variable 75 added with crit = -29, MSE = 0.939.

## Variable 85 added with crit = -30.37, MSE = 0.936.

## Variable 94 added with crit = -32.19, MSE = 0.932.

## Variable 98 added with crit = -32.6, MSE = 0.93.

## Variable 102 added with crit = -32.88, MSE = 0.928.

## Variable 112 added with crit = -33.42, MSE = 0.925.

## Variable 117 added with crit = -36.97, MSE = 0.92.

## Variable 120 added with crit = -37.85, MSE = 0.918.

## Variable 135 added with crit = -38.21, MSE = 0.916.

## Variable 142 added with crit = -38.84, MSE = 0.913.

## Variable 155 added with crit = -39.74, MSE = 0.911.

## Variable 163 added with crit = -40.75, MSE = 0.908.

## Variable 168 added with crit = -40.78, MSE = 0.906.

## Variable 170 added with crit = -41.02, MSE = 0.904.

## Variable 176 added with crit = -41.1, MSE = 0.902.

## Variable 184 added with crit = -44.55, MSE = 0.897.

## Variable 187 added with crit = -44.87, MSE = 0.895.

## Variable 198 added with crit = -46.16, MSE = 0.892.

## Variable 210 added with crit = -50.73, MSE = 0.886.

## Variable 217 added with crit = -52.89, MSE = 0.883.

## Variable 224 added with crit = -55.55, MSE = 0.878.

## Variable 228 added with crit = -56.3, MSE = 0.876.

## Variable 229 added with crit = -57.55, MSE = 0.873.

## Variable 236 added with crit = -58.17, MSE = 0.871.

## Variable 237 added with crit = -58.85, MSE = 0.869.

## Variable 238 added with crit = -60.04, MSE = 0.866.

## Variable 245 added with crit = -64.35, MSE = 0.86.

## Variable 253 added with crit = -67.13, MSE = 0.856.

## Variable 258 added with crit = -79.12, MSE = 0.844.

## Variable 274 added with crit = -80.98, MSE = 0.841.

## Variable 277 added with crit = -81.02, MSE = 0.839.

## Variable 289 added with crit = -81.26, MSE = 0.838.

## Variable 292 added with crit = -81.36, MSE = 0.836.

## Variable 295 added with crit = -81.57, MSE = 0.834.

## Variable 297 added with crit = -82.19, MSE = 0.832.

## Variable 300 added with crit = -83.8, MSE = 0.829.

## Variable 305 added with crit = -84.39, MSE = 0.827.

## Variable 336 added with crit = -89.05, MSE = 0.821.

## Variable 337 added with crit = -91.32, MSE = 0.818.

## Variable 359 added with crit = -92.71, MSE = 0.815.

## Variable 361 added with crit = -93.28, MSE = 0.813.

## Variable 373 added with crit = -93.9, MSE = 0.811.

## Variable 378 added with crit = -95.31, MSE = 0.808.

## Variable 379 added with crit = -96.68, MSE = 0.805.

## Variable 389 added with crit = -99.76, MSE = 0.801.

## Variable 393 added with crit = -102.38, MSE = 0.797.

## Variable 400 added with crit = -105.62, MSE = 0.793.

## Variable 411 added with crit = -106.94, MSE = 0.791.

## Variable 420 added with crit = -107.02, MSE = 0.789.

## Variable 425 added with crit = -108.42, MSE = 0.786.

## Variable 427 added with crit = -108.47, MSE = 0.785.

## Variable 428 added with crit = -110.02, MSE = 0.782.

## Variable 430 added with crit = -112.52, MSE = 0.778.

## Variable 433 added with crit = -115.51, MSE = 0.775.

## Done.

## Optimal model unknown sigma: 
## [1] 70
##  [1] "2"   "3"   "4"   "5"   "6"   "11"  "21"  "26"  "28"  "30"  "42"  "50" 
## [13] "63"  "64"  "69"  "72"  "75"  "85"  "94"  "98"  "102" "112" "117" "120"
## [25] "135" "142" "155" "163" "168" "170" "176" "184" "187" "198" "210" "217"
## [37] "224" "228" "229" "236" "237" "238" "245" "253" "258" "274" "277" "289"
## [49] "292" "295" "297" "300" "305" "336" "337" "359" "361" "373" "378" "379"
## [61] "389" "393" "400" "411" "420" "425" "427" "428" "430" "433"
## Optimal model known sigma:  
## [1] 70
##  [1] "2"   "3"   "4"   "5"   "6"   "11"  "21"  "26"  "28"  "30"  "42"  "50" 
## [13] "63"  "64"  "69"  "72"  "75"  "85"  "94"  "98"  "102" "112" "117" "120"
## [25] "135" "142" "155" "163" "184" "187" "198" "210" "217" "224" "228" "229"
## [37] "236" "237" "238" "245" "253" "258" "274" "289" "292" "295" "297" "300"
## [49] "305" "336" "337" "359" "373" "378" "379" "389" "393" "400" "411" "425"
## [61] "428" "430" "433" "446" "457" "459" "469" "475" "476" "481"
## 
## Test for 950  columns
## Shape of X: 1000 950 
## RSS =  29.78714 
## PE = sigma^2(N - n) + N = 1000.05 
## PE using real Sigma =  31.68714 
## PE using estimated Sigma =  1161.698 
## estimated PE using CV =  12789.67

## Starting the fast-forward, 0 variables, crit = 1043.2, MSE = 1.043.

## Variable 2 added with crit = 1031.58, MSE = 1.03.

## Variable 3 added with crit = 1022.22, MSE = 1.018.

## Variable 4 added with crit = 1021.43, MSE = 1.015.

## Variable 5 added with crit = 1000.25, MSE = 0.992.

## Variable 6 added with crit = 988.58, MSE = 0.979.

## Variable 11 added with crit = 986.39, MSE = 0.974.

## Variable 21 added with crit = 984.08, MSE = 0.97.

## Variable 26 added with crit = 983.26, MSE = 0.967.

## Variable 28 added with crit = 982.95, MSE = 0.965.

## Variable 30 added with crit = 982.2, MSE = 0.962.

## Variable 42 added with crit = 981.32, MSE = 0.959.

## Variable 50 added with crit = 975.35, MSE = 0.951.

## Variable 63 added with crit = 974.86, MSE = 0.949.

## Variable 64 added with crit = 974.72, MSE = 0.947.

## Variable 69 added with crit = 974.03, MSE = 0.944.

## Variable 72 added with crit = 973.39, MSE = 0.941.

## Variable 75 added with crit = 972.94, MSE = 0.939.

## Variable 85 added with crit = 971.78, MSE = 0.936.

## Variable 94 added with crit = 970.21, MSE = 0.932.

## Variable 98 added with crit = 969.97, MSE = 0.93.

## Variable 102 added with crit = 969.86, MSE = 0.928.

## Variable 112 added with crit = 969.5, MSE = 0.925.

## Variable 117 added with crit = 966.38, MSE = 0.92.

## Variable 120 added with crit = 965.73, MSE = 0.918.

## Variable 135 added with crit = 965.57, MSE = 0.916.

## Variable 142 added with crit = 965.16, MSE = 0.913.

## Variable 155 added with crit = 964.52, MSE = 0.911.

## Variable 163 added with crit = 963.78, MSE = 0.908.

## Variable 184 added with crit = 960.93, MSE = 0.903.

## Variable 187 added with crit = 960.65, MSE = 0.901.

## Variable 198 added with crit = 959.98, MSE = 0.898.

## Variable 210 added with crit = 955.54, MSE = 0.892.

## Variable 217 added with crit = 954.09, MSE = 0.888.

## Variable 224 added with crit = 951.76, MSE = 0.884.

## Variable 228 added with crit = 951.58, MSE = 0.882.

## Variable 229 added with crit = 950.86, MSE = 0.879.

## Variable 236 added with crit = 950.57, MSE = 0.877.

## Variable 237 added with crit = 950.15, MSE = 0.874.

## Variable 238 added with crit = 949.54, MSE = 0.872.

## Variable 245 added with crit = 946.06, MSE = 0.866.

## Variable 253 added with crit = 943.53, MSE = 0.862.

## Variable 258 added with crit = 933.3, MSE = 0.849.

## Variable 274 added with crit = 932.07, MSE = 0.846.

## Variable 289 added with crit = 932, MSE = 0.844.

## Variable 292 added with crit = 931.82, MSE = 0.842.

## Variable 295 added with crit = 931.8, MSE = 0.84.

## Variable 297 added with crit = 931.49, MSE = 0.837.

## Variable 300 added with crit = 930.29, MSE = 0.834.

## Variable 305 added with crit = 930.19, MSE = 0.832.

## Variable 336 added with crit = 927.3, MSE = 0.827.

## Variable 337 added with crit = 925.49, MSE = 0.823.

## Variable 359 added with crit = 925.3, MSE = 0.821.

## Variable 373 added with crit = 924.84, MSE = 0.819.

## Variable 378 added with crit = 923.47, MSE = 0.815.

## Variable 379 added with crit = 923.21, MSE = 0.813.

## Variable 389 added with crit = 921.11, MSE = 0.809.

## Variable 393 added with crit = 919.48, MSE = 0.805.

## Variable 400 added with crit = 917.35, MSE = 0.801.

## Variable 411 added with crit = 916.59, MSE = 0.799.

## Variable 425 added with crit = 915.87, MSE = 0.796.

## Variable 428 added with crit = 915.87, MSE = 0.794.

## Variable 430 added with crit = 914.78, MSE = 0.791.

## Variable 433 added with crit = 912.95, MSE = 0.787.

## Variable 446 added with crit = 912.64, MSE = 0.785.

## Variable 457 added with crit = 911.61, MSE = 0.782.

## Variable 459 added with crit = 910.81, MSE = 0.779.

## Variable 469 added with crit = 907.77, MSE = 0.774.

## Variable 475 added with crit = 907.29, MSE = 0.771.

## Variable 476 added with crit = 907.21, MSE = 0.769.

## Variable 481 added with crit = 906.58, MSE = 0.767.

## Done.

## Starting the fast-forward, 0 variables, crit = 42.3, MSE = 1.043.

## Variable 2 added with crit = 31.15, MSE = 1.03.

## Variable 3 added with crit = 22.06, MSE = 1.018.

## Variable 4 added with crit = 21.31, MSE = 1.015.

## Variable 5 added with crit = 0.22, MSE = 0.992.

## Variable 6 added with crit = -11.65, MSE = 0.979.

## Variable 11 added with crit = -13.94, MSE = 0.974.

## Variable 21 added with crit = -16.37, MSE = 0.97.

## Variable 26 added with crit = -17.29, MSE = 0.967.

## Variable 28 added with crit = -17.68, MSE = 0.965.

## Variable 30 added with crit = -18.53, MSE = 0.962.

## Variable 42 added with crit = -19.53, MSE = 0.959.

## Variable 50 added with crit = -25.87, MSE = 0.951.

## Variable 63 added with crit = -26.49, MSE = 0.949.

## Variable 64 added with crit = -26.75, MSE = 0.947.

## Variable 69 added with crit = -27.6, MSE = 0.944.

## Variable 72 added with crit = -28.4, MSE = 0.941.

## Variable 75 added with crit = -29, MSE = 0.939.

## Variable 85 added with crit = -30.37, MSE = 0.936.

## Variable 94 added with crit = -32.19, MSE = 0.932.

## Variable 98 added with crit = -32.6, MSE = 0.93.

## Variable 102 added with crit = -32.88, MSE = 0.928.

## Variable 112 added with crit = -33.42, MSE = 0.925.

## Variable 117 added with crit = -36.97, MSE = 0.92.

## Variable 120 added with crit = -37.85, MSE = 0.918.

## Variable 135 added with crit = -38.21, MSE = 0.916.

## Variable 142 added with crit = -38.84, MSE = 0.913.

## Variable 155 added with crit = -39.74, MSE = 0.911.

## Variable 163 added with crit = -40.75, MSE = 0.908.

## Variable 168 added with crit = -40.78, MSE = 0.906.

## Variable 170 added with crit = -41.02, MSE = 0.904.

## Variable 176 added with crit = -41.1, MSE = 0.902.

## Variable 184 added with crit = -44.55, MSE = 0.897.

## Variable 187 added with crit = -44.87, MSE = 0.895.

## Variable 198 added with crit = -46.16, MSE = 0.892.

## Variable 210 added with crit = -50.73, MSE = 0.886.

## Variable 217 added with crit = -52.89, MSE = 0.883.

## Variable 224 added with crit = -55.55, MSE = 0.878.

## Variable 228 added with crit = -56.3, MSE = 0.876.

## Variable 229 added with crit = -57.55, MSE = 0.873.

## Variable 236 added with crit = -58.17, MSE = 0.871.

## Variable 237 added with crit = -58.85, MSE = 0.869.

## Variable 238 added with crit = -60.04, MSE = 0.866.

## Variable 245 added with crit = -64.35, MSE = 0.86.

## Variable 253 added with crit = -67.13, MSE = 0.856.

## Variable 258 added with crit = -79.12, MSE = 0.844.

## Variable 274 added with crit = -80.98, MSE = 0.841.

## Variable 277 added with crit = -81.02, MSE = 0.839.

## Variable 289 added with crit = -81.26, MSE = 0.838.

## Variable 292 added with crit = -81.36, MSE = 0.836.

## Variable 295 added with crit = -81.57, MSE = 0.834.

## Variable 297 added with crit = -82.19, MSE = 0.832.

## Variable 300 added with crit = -83.8, MSE = 0.829.

## Variable 305 added with crit = -84.39, MSE = 0.827.

## Variable 336 added with crit = -89.05, MSE = 0.821.

## Variable 337 added with crit = -91.32, MSE = 0.818.

## Variable 359 added with crit = -92.71, MSE = 0.815.

## Variable 361 added with crit = -93.28, MSE = 0.813.

## Variable 373 added with crit = -93.9, MSE = 0.811.

## Variable 378 added with crit = -95.31, MSE = 0.808.

## Variable 379 added with crit = -96.68, MSE = 0.805.

## Variable 389 added with crit = -99.76, MSE = 0.801.

## Variable 393 added with crit = -102.38, MSE = 0.797.

## Variable 400 added with crit = -105.62, MSE = 0.793.

## Variable 411 added with crit = -106.94, MSE = 0.791.

## Variable 420 added with crit = -107.02, MSE = 0.789.

## Variable 425 added with crit = -108.42, MSE = 0.786.

## Variable 427 added with crit = -108.47, MSE = 0.785.

## Variable 428 added with crit = -110.02, MSE = 0.782.

## Variable 430 added with crit = -112.52, MSE = 0.778.

## Variable 433 added with crit = -115.51, MSE = 0.775.

## Done.

## Optimal model unknown sigma: 
## [1] 70
##  [1] "2"   "3"   "4"   "5"   "6"   "11"  "21"  "26"  "28"  "30"  "42"  "50" 
## [13] "63"  "64"  "69"  "72"  "75"  "85"  "94"  "98"  "102" "112" "117" "120"
## [25] "135" "142" "155" "163" "168" "170" "176" "184" "187" "198" "210" "217"
## [37] "224" "228" "229" "236" "237" "238" "245" "253" "258" "274" "277" "289"
## [49] "292" "295" "297" "300" "305" "336" "337" "359" "361" "373" "378" "379"
## [61] "389" "393" "400" "411" "420" "425" "427" "428" "430" "433"
## Optimal model known sigma:  
## [1] 70
##  [1] "2"   "3"   "4"   "5"   "6"   "11"  "21"  "26"  "28"  "30"  "42"  "50" 
## [13] "63"  "64"  "69"  "72"  "75"  "85"  "94"  "98"  "102" "112" "117" "120"
## [25] "135" "142" "155" "163" "184" "187" "198" "210" "217" "224" "228" "229"
## [37] "236" "237" "238" "245" "253" "258" "274" "289" "292" "295" "297" "300"
## [49] "305" "336" "337" "359" "373" "378" "379" "389" "393" "400" "411" "425"
## [61] "428" "430" "433" "446" "457" "459" "469" "475" "476" "481"
## 
## 📊Summary after  1 tests for 950 columns
## PE_true mean:  1000.739 
## PE_real_sigma mean:  731.1262 
## PE_estimated_sigma mean:  1123.996 
## PE_CV mean:  3149.655

## 
## 📊Performing  1 tests for 100 columns
## 
## Test for 2  columns
## Shape of X: 1000 2 
## RSS =  1020.542 
## PE = sigma^2(N - n) + N = 1000.998 
## PE using real Sigma =  1020.546 
## PE using estimated Sigma =  1024.633 
## estimated PE using CV =  1026.744

## Starting the fast-forward, 0 variables, crit = 1030.02, MSE = 1.03.

## Variable 2 added with crit = 1026.92, MSE = 1.025.

## Variable 3 added with crit = 1024.54, MSE = 1.021.

## Done.

## Starting the fast-forward, 0 variables, crit = 29.58, MSE = 1.03.

## Variable 2 added with crit = 26.61, MSE = 1.025.

## Variable 3 added with crit = 24.33, MSE = 1.021.

## Done.

## Optimal model unknown sigma: 
## [1] 2
## [1] "2" "3"
## Optimal model known sigma:  
## [1] 2
## [1] "2" "3"
## 
## Test for 5  columns
## Shape of X: 1000 5 
## RSS =  982.6445 
## PE = sigma^2(N - n) + N = 1000.995 
## PE using real Sigma =  982.6545 
## PE using estimated Sigma =  992.5203 
## estimated PE using CV =  994.5779

## Starting the fast-forward, 0 variables, crit = 1030.02, MSE = 1.03.

## Variable 2 added with crit = 1026.92, MSE = 1.025.

## Variable 3 added with crit = 1024.54, MSE = 1.021.

## Variable 4 added with crit = 1011.96, MSE = 1.006.

## Variable 5 added with crit = 1003.54, MSE = 0.996.

## Variable 6 added with crit = 992.64, MSE = 0.983.

## Done.

## Starting the fast-forward, 0 variables, crit = 29.58, MSE = 1.03.

## Variable 2 added with crit = 26.61, MSE = 1.025.

## Variable 3 added with crit = 24.33, MSE = 1.021.

## Variable 4 added with crit = 11.94, MSE = 1.006.

## Variable 5 added with crit = 3.53, MSE = 0.996.

## Variable 6 added with crit = -7.51, MSE = 0.983.

## Done.

## Optimal model unknown sigma: 
## [1] 5
## [1] "2" "3" "4" "5" "6"
## Optimal model known sigma:  
## [1] 5
## [1] "2" "3" "4" "5" "6"
## 
## Test for 10  columns
## Shape of X: 1000 10 
## RSS =  978.8914 
## PE = sigma^2(N - n) + N = 1000.99 
## PE using real Sigma =  978.9114 
## PE using estimated Sigma =  998.667 
## estimated PE using CV =  1000.57

## Starting the fast-forward, 0 variables, crit = 1030.02, MSE = 1.03.

## Variable 2 added with crit = 1026.92, MSE = 1.025.

## Variable 3 added with crit = 1024.54, MSE = 1.021.

## Variable 4 added with crit = 1011.96, MSE = 1.006.

## Variable 5 added with crit = 1003.54, MSE = 0.996.

## Variable 6 added with crit = 992.64, MSE = 0.983.

## Variable 10 added with crit = 992.59, MSE = 0.981.

## Done.

## Starting the fast-forward, 0 variables, crit = 29.58, MSE = 1.03.

## Variable 2 added with crit = 26.61, MSE = 1.025.

## Variable 3 added with crit = 24.33, MSE = 1.021.

## Variable 4 added with crit = 11.94, MSE = 1.006.

## Variable 5 added with crit = 3.53, MSE = 0.996.

## Variable 6 added with crit = -7.51, MSE = 0.983.

## Variable 10 added with crit = -7.6, MSE = 0.981.

## Done.

## Optimal model unknown sigma: 
## [1] 6
## [1] "2"  "3"  "4"  "5"  "6"  "10"
## Optimal model known sigma:  
## [1] 6
## [1] "2"  "3"  "4"  "5"  "6"  "10"
## 
## Test for 100  columns
## Shape of X: 1000 100 
## RSS =  868.8715 
## PE = sigma^2(N - n) + N = 1000.9 
## PE using real Sigma =  869.0715 
## PE using estimated Sigma =  1061.954 
## estimated PE using CV =  1073.772

## Starting the fast-forward, 0 variables, crit = 1030.02, MSE = 1.03.

## Variable 2 added with crit = 1026.92, MSE = 1.025.

## Variable 3 added with crit = 1024.54, MSE = 1.021.

## Variable 4 added with crit = 1011.96, MSE = 1.006.

## Variable 5 added with crit = 1003.54, MSE = 0.996.

## Variable 6 added with crit = 992.64, MSE = 0.983.

## Variable 10 added with crit = 992.59, MSE = 0.981.

## Variable 18 added with crit = 991.72, MSE = 0.978.

## Variable 20 added with crit = 985.16, MSE = 0.969.

## Variable 38 added with crit = 984.48, MSE = 0.966.

## Variable 39 added with crit = 983.42, MSE = 0.963.

## Variable 42 added with crit = 980.21, MSE = 0.958.

## Variable 46 added with crit = 979.27, MSE = 0.955.

## Variable 48 added with crit = 978.78, MSE = 0.953.

## Variable 56 added with crit = 978.2, MSE = 0.95.

## Variable 57 added with crit = 977.91, MSE = 0.948.

## Variable 60 added with crit = 974.92, MSE = 0.943.

## Variable 69 added with crit = 972.81, MSE = 0.939.

## Variable 74 added with crit = 970.86, MSE = 0.935.

## Variable 75 added with crit = 968.17, MSE = 0.93.

## Variable 76 added with crit = 967.63, MSE = 0.928.

## Variable 84 added with crit = 966.03, MSE = 0.924.

## Variable 96 added with crit = 964.9, MSE = 0.921.

## Variable 98 added with crit = 963.84, MSE = 0.918.

## Variable 100 added with crit = 961.45, MSE = 0.913.

## Done.

## Starting the fast-forward, 0 variables, crit = 29.58, MSE = 1.03.

## Variable 2 added with crit = 26.61, MSE = 1.025.

## Variable 3 added with crit = 24.33, MSE = 1.021.

## Variable 4 added with crit = 11.94, MSE = 1.006.

## Variable 5 added with crit = 3.53, MSE = 0.996.

## Variable 6 added with crit = -7.51, MSE = 0.983.

## Variable 10 added with crit = -7.6, MSE = 0.981.

## Variable 18 added with crit = -8.53, MSE = 0.978.

## Variable 20 added with crit = -15.33, MSE = 0.969.

## Variable 38 added with crit = -16.09, MSE = 0.966.

## Variable 39 added with crit = -17.26, MSE = 0.963.

## Variable 42 added with crit = -20.69, MSE = 0.958.

## Variable 46 added with crit = -21.76, MSE = 0.955.

## Variable 48 added with crit = -22.37, MSE = 0.953.

## Variable 56 added with crit = -23.09, MSE = 0.95.

## Variable 57 added with crit = -23.49, MSE = 0.948.

## Variable 60 added with crit = -26.77, MSE = 0.943.

## Variable 69 added with crit = -29.15, MSE = 0.939.

## Variable 74 added with crit = -31.36, MSE = 0.935.

## Variable 75 added with crit = -34.39, MSE = 0.93.

## Variable 76 added with crit = -35.12, MSE = 0.928.

## Variable 84 added with crit = -37.01, MSE = 0.924.

## Variable 96 added with crit = -38.41, MSE = 0.921.

## Variable 98 added with crit = -39.74, MSE = 0.918.

## Variable 100 added with crit = -42.53, MSE = 0.913.

## Done.

## Optimal model unknown sigma: 
## [1] 24
##  [1] "2"   "3"   "4"   "5"   "6"   "10"  "18"  "20"  "38"  "39"  "42"  "46" 
## [13] "48"  "56"  "57"  "60"  "69"  "74"  "75"  "76"  "84"  "96"  "98"  "100"
## Optimal model known sigma:  
## [1] 24
##  [1] "2"   "3"   "4"   "5"   "6"   "10"  "18"  "20"  "38"  "39"  "42"  "46" 
## [13] "48"  "56"  "57"  "60"  "69"  "74"  "75"  "76"  "84"  "96"  "98"  "100"
## 
## Test for 500  columns
## Shape of X: 1000 500 
## RSS =  479.6644 
## PE = sigma^2(N - n) + N = 1000.5 
## PE using real Sigma =  480.6644 
## PE using estimated Sigma =  1438.993 
## estimated PE using CV =  1936.409

## Starting the fast-forward, 0 variables, crit = 1030.02, MSE = 1.03.

## Variable 2 added with crit = 1026.92, MSE = 1.025.

## Variable 3 added with crit = 1024.54, MSE = 1.021.

## Variable 4 added with crit = 1011.96, MSE = 1.006.

## Variable 5 added with crit = 1003.54, MSE = 0.996.

## Variable 6 added with crit = 992.64, MSE = 0.983.

## Variable 10 added with crit = 992.59, MSE = 0.981.

## Variable 18 added with crit = 991.72, MSE = 0.978.

## Variable 20 added with crit = 985.16, MSE = 0.969.

## Variable 38 added with crit = 984.48, MSE = 0.966.

## Variable 39 added with crit = 983.42, MSE = 0.963.

## Variable 42 added with crit = 980.21, MSE = 0.958.

## Variable 46 added with crit = 979.27, MSE = 0.955.

## Variable 48 added with crit = 978.78, MSE = 0.953.

## Variable 56 added with crit = 978.2, MSE = 0.95.

## Variable 57 added with crit = 977.91, MSE = 0.948.

## Variable 60 added with crit = 974.92, MSE = 0.943.

## Variable 69 added with crit = 972.81, MSE = 0.939.

## Variable 74 added with crit = 970.86, MSE = 0.935.

## Variable 75 added with crit = 968.17, MSE = 0.93.

## Variable 76 added with crit = 967.63, MSE = 0.928.

## Variable 84 added with crit = 966.03, MSE = 0.924.

## Variable 96 added with crit = 964.9, MSE = 0.921.

## Variable 98 added with crit = 963.84, MSE = 0.918.

## Variable 100 added with crit = 961.45, MSE = 0.913.

## Variable 117 added with crit = 960.86, MSE = 0.911.

## Variable 125 added with crit = 959.05, MSE = 0.907.

## Variable 132 added with crit = 958.3, MSE = 0.904.

## Variable 135 added with crit = 957.19, MSE = 0.901.

## Variable 136 added with crit = 957.15, MSE = 0.899.

## Variable 141 added with crit = 957.13, MSE = 0.897.

## Variable 147 added with crit = 951.46, MSE = 0.889.

## Variable 150 added with crit = 950.53, MSE = 0.887.

## Variable 161 added with crit = 948.53, MSE = 0.883.

## Variable 175 added with crit = 948.21, MSE = 0.88.

## Variable 177 added with crit = 945.45, MSE = 0.875.

## Variable 185 added with crit = 944.76, MSE = 0.873.

## Variable 186 added with crit = 943.06, MSE = 0.869.

## Variable 187 added with crit = 942.12, MSE = 0.866.

## Variable 191 added with crit = 941.01, MSE = 0.863.

## Variable 198 added with crit = 939.91, MSE = 0.86.

## Variable 205 added with crit = 938.07, MSE = 0.856.

## Variable 208 added with crit = 937.74, MSE = 0.854.

## Variable 217 added with crit = 934.75, MSE = 0.849.

## Variable 227 added with crit = 931.19, MSE = 0.843.

## Variable 228 added with crit = 931.07, MSE = 0.841.

## Variable 241 added with crit = 930.21, MSE = 0.838.

## Variable 242 added with crit = 929.41, MSE = 0.835.

## Variable 245 added with crit = 929.07, MSE = 0.833.

## Variable 258 added with crit = 927.69, MSE = 0.83.

## Variable 263 added with crit = 925.74, MSE = 0.826.

## Variable 264 added with crit = 925.05, MSE = 0.823.

## Variable 265 added with crit = 924.59, MSE = 0.821.

## Variable 279 added with crit = 924.45, MSE = 0.818.

## Variable 281 added with crit = 921.69, MSE = 0.814.

## Variable 283 added with crit = 920.73, MSE = 0.811.

## Variable 297 added with crit = 919.79, MSE = 0.808.

## Variable 299 added with crit = 916.31, MSE = 0.802.

## Variable 307 added with crit = 915.4, MSE = 0.799.

## Variable 308 added with crit = 914.77, MSE = 0.797.

## Variable 315 added with crit = 912.86, MSE = 0.793.

## Variable 320 added with crit = 912.73, MSE = 0.791.

## Variable 324 added with crit = 912.27, MSE = 0.788.

## Variable 330 added with crit = 910.41, MSE = 0.784.

## Variable 339 added with crit = 909.07, MSE = 0.781.

## Variable 344 added with crit = 908.9, MSE = 0.779.

## Variable 365 added with crit = 908.19, MSE = 0.776.

## Variable 368 added with crit = 906.52, MSE = 0.773.

## Variable 376 added with crit = 906.07, MSE = 0.77.

## Variable 379 added with crit = 904.81, MSE = 0.767.

## Variable 383 added with crit = 902.45, MSE = 0.762.

## Done.

## Starting the fast-forward, 0 variables, crit = 29.58, MSE = 1.03.

## Variable 2 added with crit = 26.61, MSE = 1.025.

## Variable 3 added with crit = 24.33, MSE = 1.021.

## Variable 4 added with crit = 11.94, MSE = 1.006.

## Variable 5 added with crit = 3.53, MSE = 0.996.

## Variable 6 added with crit = -7.51, MSE = 0.983.

## Variable 10 added with crit = -7.6, MSE = 0.981.

## Variable 18 added with crit = -8.53, MSE = 0.978.

## Variable 20 added with crit = -15.33, MSE = 0.969.

## Variable 38 added with crit = -16.09, MSE = 0.966.

## Variable 39 added with crit = -17.26, MSE = 0.963.

## Variable 42 added with crit = -20.69, MSE = 0.958.

## Variable 46 added with crit = -21.76, MSE = 0.955.

## Variable 48 added with crit = -22.37, MSE = 0.953.

## Variable 56 added with crit = -23.09, MSE = 0.95.

## Variable 57 added with crit = -23.49, MSE = 0.948.

## Variable 60 added with crit = -26.77, MSE = 0.943.

## Variable 69 added with crit = -29.15, MSE = 0.939.

## Variable 74 added with crit = -31.36, MSE = 0.935.

## Variable 75 added with crit = -34.39, MSE = 0.93.

## Variable 76 added with crit = -35.12, MSE = 0.928.

## Variable 84 added with crit = -37.01, MSE = 0.924.

## Variable 96 added with crit = -38.41, MSE = 0.921.

## Variable 98 added with crit = -39.74, MSE = 0.918.

## Variable 100 added with crit = -42.53, MSE = 0.913.

## Variable 117 added with crit = -43.37, MSE = 0.911.

## Variable 125 added with crit = -45.56, MSE = 0.907.

## Variable 132 added with crit = -46.6, MSE = 0.904.

## Variable 135 added with crit = -48.04, MSE = 0.901.

## Variable 136 added with crit = -48.31, MSE = 0.899.

## Variable 141 added with crit = -48.55, MSE = 0.897.

## Variable 147 added with crit = -55.14, MSE = 0.889.

## Variable 150 added with crit = -56.44, MSE = 0.887.

## Variable 161 added with crit = -58.97, MSE = 0.883.

## Variable 165 added with crit = -59.09, MSE = 0.881.

## Variable 175 added with crit = -59.58, MSE = 0.878.

## Variable 177 added with crit = -62.71, MSE = 0.874.

## Variable 185 added with crit = -63.91, MSE = 0.871.

## Variable 186 added with crit = -66.09, MSE = 0.868.

## Variable 187 added with crit = -67.2, MSE = 0.865.

## Variable 191 added with crit = -68.63, MSE = 0.862.

## Variable 198 added with crit = -70.33, MSE = 0.859.

## Variable 202 added with crit = -70.55, MSE = 0.857.

## Variable 205 added with crit = -73.37, MSE = 0.853.

## Variable 208 added with crit = -73.86, MSE = 0.851.

## Variable 217 added with crit = -77.69, MSE = 0.846.

## Variable 226 added with crit = -78, MSE = 0.844.

## Variable 227 added with crit = -82.66, MSE = 0.838.

## Variable 228 added with crit = -82.99, MSE = 0.836.

## Variable 230 added with crit = -83.38, MSE = 0.834.

## Variable 241 added with crit = -85.13, MSE = 0.831.

## Variable 242 added with crit = -85.98, MSE = 0.829.

## Variable 245 added with crit = -86.98, MSE = 0.826.

## Variable 258 added with crit = -89.09, MSE = 0.823.

## Variable 263 added with crit = -91.74, MSE = 0.819.

## Variable 264 added with crit = -93.03, MSE = 0.816.

## Variable 265 added with crit = -93.91, MSE = 0.814.

## Variable 279 added with crit = -94.8, MSE = 0.812.

## Variable 281 added with crit = -99.22, MSE = 0.806.

## Variable 283 added with crit = -100.69, MSE = 0.804.

## Variable 285 added with crit = -100.94, MSE = 0.802.

## Variable 297 added with crit = -102.68, MSE = 0.799.

## Variable 299 added with crit = -106.76, MSE = 0.794.

## Variable 303 added with crit = -107.1, MSE = 0.792.

## Variable 307 added with crit = -108.68, MSE = 0.789.

## Variable 308 added with crit = -110.16, MSE = 0.787.

## Variable 309 added with crit = -111, MSE = 0.784.

## Variable 310 added with crit = -111.4, MSE = 0.782.

## Variable 315 added with crit = -113.55, MSE = 0.779.

## Variable 320 added with crit = -114.48, MSE = 0.777.

## Variable 324 added with crit = -116.02, MSE = 0.774.

## Done.

## Optimal model unknown sigma: 
## [1] 70
##  [1] "2"   "3"   "4"   "5"   "6"   "10"  "18"  "20"  "38"  "39"  "42"  "46" 
## [13] "48"  "56"  "57"  "60"  "69"  "74"  "75"  "76"  "84"  "96"  "98"  "100"
## [25] "117" "125" "132" "135" "136" "141" "147" "150" "161" "165" "175" "177"
## [37] "185" "186" "187" "191" "198" "202" "205" "208" "217" "226" "227" "228"
## [49] "230" "241" "242" "245" "258" "263" "264" "265" "279" "281" "283" "285"
## [61] "297" "299" "303" "307" "308" "309" "310" "315" "320" "324"
## Optimal model known sigma:  
## [1] 70
##  [1] "2"   "3"   "4"   "5"   "6"   "10"  "18"  "20"  "38"  "39"  "42"  "46" 
## [13] "48"  "56"  "57"  "60"  "69"  "74"  "75"  "76"  "84"  "96"  "98"  "100"
## [25] "117" "125" "132" "135" "136" "141" "147" "150" "161" "175" "177" "185"
## [37] "186" "187" "191" "198" "205" "208" "217" "227" "228" "241" "242" "245"
## [49] "258" "263" "264" "265" "279" "281" "283" "297" "299" "307" "308" "315"
## [61] "320" "324" "330" "339" "344" "365" "368" "376" "379" "383"
## 
## Test for 950  columns
## Shape of X: 1000 950 
## RSS =  54.64028 
## PE = sigma^2(N - n) + N = 1000.05 
## PE using real Sigma =  56.54028 
## PE using estimated Sigma =  2130.971 
## estimated PE using CV =  23937.23

## Starting the fast-forward, 0 variables, crit = 1030.02, MSE = 1.03.

## Variable 2 added with crit = 1026.92, MSE = 1.025.

## Variable 3 added with crit = 1024.54, MSE = 1.021.

## Variable 4 added with crit = 1011.96, MSE = 1.006.

## Variable 5 added with crit = 1003.54, MSE = 0.996.

## Variable 6 added with crit = 992.64, MSE = 0.983.

## Variable 10 added with crit = 992.59, MSE = 0.981.

## Variable 18 added with crit = 991.72, MSE = 0.978.

## Variable 20 added with crit = 985.16, MSE = 0.969.

## Variable 38 added with crit = 984.48, MSE = 0.966.

## Variable 39 added with crit = 983.42, MSE = 0.963.

## Variable 42 added with crit = 980.21, MSE = 0.958.

## Variable 46 added with crit = 979.27, MSE = 0.955.

## Variable 48 added with crit = 978.78, MSE = 0.953.

## Variable 56 added with crit = 978.2, MSE = 0.95.

## Variable 57 added with crit = 977.91, MSE = 0.948.

## Variable 60 added with crit = 974.92, MSE = 0.943.

## Variable 69 added with crit = 972.81, MSE = 0.939.

## Variable 74 added with crit = 970.86, MSE = 0.935.

## Variable 75 added with crit = 968.17, MSE = 0.93.

## Variable 76 added with crit = 967.63, MSE = 0.928.

## Variable 84 added with crit = 966.03, MSE = 0.924.

## Variable 96 added with crit = 964.9, MSE = 0.921.

## Variable 98 added with crit = 963.84, MSE = 0.918.

## Variable 100 added with crit = 961.45, MSE = 0.913.

## Variable 117 added with crit = 960.86, MSE = 0.911.

## Variable 125 added with crit = 959.05, MSE = 0.907.

## Variable 132 added with crit = 958.3, MSE = 0.904.

## Variable 135 added with crit = 957.19, MSE = 0.901.

## Variable 136 added with crit = 957.15, MSE = 0.899.

## Variable 141 added with crit = 957.13, MSE = 0.897.

## Variable 147 added with crit = 951.46, MSE = 0.889.

## Variable 150 added with crit = 950.53, MSE = 0.887.

## Variable 161 added with crit = 948.53, MSE = 0.883.

## Variable 175 added with crit = 948.21, MSE = 0.88.

## Variable 177 added with crit = 945.45, MSE = 0.875.

## Variable 185 added with crit = 944.76, MSE = 0.873.

## Variable 186 added with crit = 943.06, MSE = 0.869.

## Variable 187 added with crit = 942.12, MSE = 0.866.

## Variable 191 added with crit = 941.01, MSE = 0.863.

## Variable 198 added with crit = 939.91, MSE = 0.86.

## Variable 205 added with crit = 938.07, MSE = 0.856.

## Variable 208 added with crit = 937.74, MSE = 0.854.

## Variable 217 added with crit = 934.75, MSE = 0.849.

## Variable 227 added with crit = 931.19, MSE = 0.843.

## Variable 228 added with crit = 931.07, MSE = 0.841.

## Variable 241 added with crit = 930.21, MSE = 0.838.

## Variable 242 added with crit = 929.41, MSE = 0.835.

## Variable 245 added with crit = 929.07, MSE = 0.833.

## Variable 258 added with crit = 927.69, MSE = 0.83.

## Variable 263 added with crit = 925.74, MSE = 0.826.

## Variable 264 added with crit = 925.05, MSE = 0.823.

## Variable 265 added with crit = 924.59, MSE = 0.821.

## Variable 279 added with crit = 924.45, MSE = 0.818.

## Variable 281 added with crit = 921.69, MSE = 0.814.

## Variable 283 added with crit = 920.73, MSE = 0.811.

## Variable 297 added with crit = 919.79, MSE = 0.808.

## Variable 299 added with crit = 916.31, MSE = 0.802.

## Variable 307 added with crit = 915.4, MSE = 0.799.

## Variable 308 added with crit = 914.77, MSE = 0.797.

## Variable 315 added with crit = 912.86, MSE = 0.793.

## Variable 320 added with crit = 912.73, MSE = 0.791.

## Variable 324 added with crit = 912.27, MSE = 0.788.

## Variable 330 added with crit = 910.41, MSE = 0.784.

## Variable 339 added with crit = 909.07, MSE = 0.781.

## Variable 344 added with crit = 908.9, MSE = 0.779.

## Variable 365 added with crit = 908.19, MSE = 0.776.

## Variable 368 added with crit = 906.52, MSE = 0.773.

## Variable 376 added with crit = 906.07, MSE = 0.77.

## Variable 379 added with crit = 904.81, MSE = 0.767.

## Variable 383 added with crit = 902.45, MSE = 0.762.

## Done.

## Starting the fast-forward, 0 variables, crit = 29.58, MSE = 1.03.

## Variable 2 added with crit = 26.61, MSE = 1.025.

## Variable 3 added with crit = 24.33, MSE = 1.021.

## Variable 4 added with crit = 11.94, MSE = 1.006.

## Variable 5 added with crit = 3.53, MSE = 0.996.

## Variable 6 added with crit = -7.51, MSE = 0.983.

## Variable 10 added with crit = -7.6, MSE = 0.981.

## Variable 18 added with crit = -8.53, MSE = 0.978.

## Variable 20 added with crit = -15.33, MSE = 0.969.

## Variable 38 added with crit = -16.09, MSE = 0.966.

## Variable 39 added with crit = -17.26, MSE = 0.963.

## Variable 42 added with crit = -20.69, MSE = 0.958.

## Variable 46 added with crit = -21.76, MSE = 0.955.

## Variable 48 added with crit = -22.37, MSE = 0.953.

## Variable 56 added with crit = -23.09, MSE = 0.95.

## Variable 57 added with crit = -23.49, MSE = 0.948.

## Variable 60 added with crit = -26.77, MSE = 0.943.

## Variable 69 added with crit = -29.15, MSE = 0.939.

## Variable 74 added with crit = -31.36, MSE = 0.935.

## Variable 75 added with crit = -34.39, MSE = 0.93.

## Variable 76 added with crit = -35.12, MSE = 0.928.

## Variable 84 added with crit = -37.01, MSE = 0.924.

## Variable 96 added with crit = -38.41, MSE = 0.921.

## Variable 98 added with crit = -39.74, MSE = 0.918.

## Variable 100 added with crit = -42.53, MSE = 0.913.

## Variable 117 added with crit = -43.37, MSE = 0.911.

## Variable 125 added with crit = -45.56, MSE = 0.907.

## Variable 132 added with crit = -46.6, MSE = 0.904.

## Variable 135 added with crit = -48.04, MSE = 0.901.

## Variable 136 added with crit = -48.31, MSE = 0.899.

## Variable 141 added with crit = -48.55, MSE = 0.897.

## Variable 147 added with crit = -55.14, MSE = 0.889.

## Variable 150 added with crit = -56.44, MSE = 0.887.

## Variable 161 added with crit = -58.97, MSE = 0.883.

## Variable 165 added with crit = -59.09, MSE = 0.881.

## Variable 175 added with crit = -59.58, MSE = 0.878.

## Variable 177 added with crit = -62.71, MSE = 0.874.

## Variable 185 added with crit = -63.91, MSE = 0.871.

## Variable 186 added with crit = -66.09, MSE = 0.868.

## Variable 187 added with crit = -67.2, MSE = 0.865.

## Variable 191 added with crit = -68.63, MSE = 0.862.

## Variable 198 added with crit = -70.33, MSE = 0.859.

## Variable 202 added with crit = -70.55, MSE = 0.857.

## Variable 205 added with crit = -73.37, MSE = 0.853.

## Variable 208 added with crit = -73.86, MSE = 0.851.

## Variable 217 added with crit = -77.69, MSE = 0.846.

## Variable 226 added with crit = -78, MSE = 0.844.

## Variable 227 added with crit = -82.66, MSE = 0.838.

## Variable 228 added with crit = -82.99, MSE = 0.836.

## Variable 230 added with crit = -83.38, MSE = 0.834.

## Variable 241 added with crit = -85.13, MSE = 0.831.

## Variable 242 added with crit = -85.98, MSE = 0.829.

## Variable 245 added with crit = -86.98, MSE = 0.826.

## Variable 258 added with crit = -89.09, MSE = 0.823.

## Variable 263 added with crit = -91.74, MSE = 0.819.

## Variable 264 added with crit = -93.03, MSE = 0.816.

## Variable 265 added with crit = -93.91, MSE = 0.814.

## Variable 279 added with crit = -94.8, MSE = 0.812.

## Variable 281 added with crit = -99.22, MSE = 0.806.

## Variable 283 added with crit = -100.69, MSE = 0.804.

## Variable 285 added with crit = -100.94, MSE = 0.802.

## Variable 297 added with crit = -102.68, MSE = 0.799.

## Variable 299 added with crit = -106.76, MSE = 0.794.

## Variable 303 added with crit = -107.1, MSE = 0.792.

## Variable 307 added with crit = -108.68, MSE = 0.789.

## Variable 308 added with crit = -110.16, MSE = 0.787.

## Variable 309 added with crit = -111, MSE = 0.784.

## Variable 310 added with crit = -111.4, MSE = 0.782.

## Variable 315 added with crit = -113.55, MSE = 0.779.

## Variable 320 added with crit = -114.48, MSE = 0.777.

## Variable 324 added with crit = -116.02, MSE = 0.774.

## Done.

## Optimal model unknown sigma: 
## [1] 70
##  [1] "2"   "3"   "4"   "5"   "6"   "10"  "18"  "20"  "38"  "39"  "42"  "46" 
## [13] "48"  "56"  "57"  "60"  "69"  "74"  "75"  "76"  "84"  "96"  "98"  "100"
## [25] "117" "125" "132" "135" "136" "141" "147" "150" "161" "165" "175" "177"
## [37] "185" "186" "187" "191" "198" "202" "205" "208" "217" "226" "227" "228"
## [49] "230" "241" "242" "245" "258" "263" "264" "265" "279" "281" "283" "285"
## [61] "297" "299" "303" "307" "308" "309" "310" "315" "320" "324"
## Optimal model known sigma:  
## [1] 70
##  [1] "2"   "3"   "4"   "5"   "6"   "10"  "18"  "20"  "38"  "39"  "42"  "46" 
## [13] "48"  "56"  "57"  "60"  "69"  "74"  "75"  "76"  "84"  "96"  "98"  "100"
## [25] "117" "125" "132" "135" "136" "141" "147" "150" "161" "175" "177" "185"
## [37] "186" "187" "191" "198" "205" "208" "217" "227" "228" "241" "242" "245"
## [49] "258" "263" "264" "265" "279" "281" "283" "297" "299" "307" "308" "315"
## [61] "320" "324" "330" "339" "344" "365" "368" "376" "379" "383"
## 
## 📊Summary after  1 tests for 950 columns
## PE_true mean:  1000.739 
## PE_real_sigma mean:  731.3981 
## PE_estimated_sigma mean:  1274.623 
## PE_CV mean:  4994.884

## 
## 📊Performing  1 tests for 500 columns
## 
## Test for 2  columns
## Shape of X: 1000 2 
## RSS =  1009.617 
## PE = sigma^2(N - n) + N = 1000.998 
## PE using real Sigma =  1009.621 
## PE using estimated Sigma =  1013.664 
## estimated PE using CV =  1015.607

## Starting the fast-forward, 0 variables, crit = 1025.87, MSE = 1.026.

## Variable 2 added with crit = 1020.64, MSE = 1.019.

## Variable 3 added with crit = 1013.62, MSE = 1.01.

## Done.

## Starting the fast-forward, 0 variables, crit = 25.54, MSE = 1.026.

## Variable 2 added with crit = 20.47, MSE = 1.019.

## Variable 3 added with crit = 13.57, MSE = 1.01.

## Done.

## Optimal model unknown sigma: 
## [1] 2
## [1] "2" "3"
## Optimal model known sigma:  
## [1] 2
## [1] "2" "3"
## 
## Test for 5  columns
## Shape of X: 1000 5 
## RSS =  971.0461 
## PE = sigma^2(N - n) + N = 1000.995 
## PE using real Sigma =  971.0561 
## PE using estimated Sigma =  980.8053 
## estimated PE using CV =  982.54

## Starting the fast-forward, 0 variables, crit = 1025.87, MSE = 1.026.

## Variable 2 added with crit = 1020.64, MSE = 1.019.

## Variable 3 added with crit = 1013.62, MSE = 1.01.

## Variable 4 added with crit = 1005.81, MSE = 1.

## Variable 5 added with crit = 980.02, MSE = 0.972.

## Done.

## Starting the fast-forward, 0 variables, crit = 25.54, MSE = 1.026.

## Variable 2 added with crit = 20.47, MSE = 1.019.

## Variable 3 added with crit = 13.57, MSE = 1.01.

## Variable 4 added with crit = 5.81, MSE = 1.

## Variable 5 added with crit = -20.38, MSE = 0.972.

## Done.

## Optimal model unknown sigma: 
## [1] 4
## [1] "2" "3" "4" "5"
## Optimal model known sigma:  
## [1] 4
## [1] "2" "3" "4" "5"
## 
## Test for 10  columns
## Shape of X: 1000 10 
## RSS =  967.2301 
## PE = sigma^2(N - n) + N = 1000.99 
## PE using real Sigma =  967.2501 
## PE using estimated Sigma =  986.7701 
## estimated PE using CV =  988.8395

## Starting the fast-forward, 0 variables, crit = 1025.87, MSE = 1.026.

## Variable 2 added with crit = 1020.64, MSE = 1.019.

## Variable 3 added with crit = 1013.62, MSE = 1.01.

## Variable 4 added with crit = 1005.81, MSE = 1.

## Variable 5 added with crit = 980.02, MSE = 0.972.

## Done.

## Starting the fast-forward, 0 variables, crit = 25.54, MSE = 1.026.

## Variable 2 added with crit = 20.47, MSE = 1.019.

## Variable 3 added with crit = 13.57, MSE = 1.01.

## Variable 4 added with crit = 5.81, MSE = 1.

## Variable 5 added with crit = -20.38, MSE = 0.972.

## Done.

## Optimal model unknown sigma: 
## [1] 4
## [1] "2" "3" "4" "5"
## Optimal model known sigma:  
## [1] 4
## [1] "2" "3" "4" "5"
## 
## Test for 100  columns
## Shape of X: 1000 100 
## RSS =  900.3596 
## PE = sigma^2(N - n) + N = 1000.9 
## PE using real Sigma =  900.5596 
## PE using estimated Sigma =  1100.439 
## estimated PE using CV =  1113.758

## Starting the fast-forward, 0 variables, crit = 1025.87, MSE = 1.026.

## Variable 2 added with crit = 1020.64, MSE = 1.019.

## Variable 3 added with crit = 1013.62, MSE = 1.01.

## Variable 4 added with crit = 1005.81, MSE = 1.

## Variable 5 added with crit = 980.02, MSE = 0.972.

## Variable 23 added with crit = 979.78, MSE = 0.97.

## Variable 33 added with crit = 979.11, MSE = 0.967.

## Variable 42 added with crit = 978.24, MSE = 0.964.

## Variable 56 added with crit = 977.71, MSE = 0.962.

## Variable 67 added with crit = 977.47, MSE = 0.959.

## Variable 68 added with crit = 976.73, MSE = 0.957.

## Variable 70 added with crit = 975.98, MSE = 0.954.

## Variable 71 added with crit = 975.69, MSE = 0.952.

## Variable 79 added with crit = 975.68, MSE = 0.95.

## Done.

## Starting the fast-forward, 0 variables, crit = 25.54, MSE = 1.026.

## Variable 2 added with crit = 20.47, MSE = 1.019.

## Variable 3 added with crit = 13.57, MSE = 1.01.

## Variable 4 added with crit = 5.81, MSE = 1.

## Variable 5 added with crit = -20.38, MSE = 0.972.

## Variable 23 added with crit = -20.69, MSE = 0.97.

## Variable 33 added with crit = -21.45, MSE = 0.967.

## Variable 42 added with crit = -22.41, MSE = 0.964.

## Variable 56 added with crit = -23.04, MSE = 0.962.

## Variable 67 added with crit = -23.38, MSE = 0.959.

## Variable 68 added with crit = -24.23, MSE = 0.957.

## Variable 70 added with crit = -25.11, MSE = 0.954.

## Variable 71 added with crit = -25.52, MSE = 0.952.

## Variable 79 added with crit = -25.63, MSE = 0.95.

## Done.

## Optimal model unknown sigma: 
## [1] 13
##  [1] "2"  "3"  "4"  "5"  "23" "33" "42" "56" "67" "68" "70" "71" "79"
## Optimal model known sigma:  
## [1] 13
##  [1] "2"  "3"  "4"  "5"  "23" "33" "42" "56" "67" "68" "70" "71" "79"
## 
## Test for 500  columns
## Shape of X: 1000 500 
## RSS =  505.03 
## PE = sigma^2(N - n) + N = 1000.5 
## PE using real Sigma =  506.03 
## PE using estimated Sigma =  1515.09 
## estimated PE using CV =  2028.583

## Starting the fast-forward, 0 variables, crit = 1025.87, MSE = 1.026.

## Variable 2 added with crit = 1020.64, MSE = 1.019.

## Variable 3 added with crit = 1013.62, MSE = 1.01.

## Variable 4 added with crit = 1005.81, MSE = 1.

## Variable 5 added with crit = 980.02, MSE = 0.972.

## Variable 23 added with crit = 979.78, MSE = 0.97.

## Variable 33 added with crit = 979.11, MSE = 0.967.

## Variable 42 added with crit = 978.24, MSE = 0.964.

## Variable 56 added with crit = 977.71, MSE = 0.962.

## Variable 67 added with crit = 977.47, MSE = 0.959.

## Variable 68 added with crit = 976.73, MSE = 0.957.

## Variable 70 added with crit = 975.98, MSE = 0.954.

## Variable 71 added with crit = 975.69, MSE = 0.952.

## Variable 79 added with crit = 975.68, MSE = 0.95.

## Variable 104 added with crit = 974.93, MSE = 0.947.

## Variable 111 added with crit = 974.05, MSE = 0.944.

## Variable 112 added with crit = 972.51, MSE = 0.941.

## Variable 117 added with crit = 972.44, MSE = 0.938.

## Variable 128 added with crit = 972.43, MSE = 0.936.

## Variable 134 added with crit = 971.64, MSE = 0.934.

## Variable 138 added with crit = 971.61, MSE = 0.932.

## Variable 139 added with crit = 969.16, MSE = 0.927.

## Variable 153 added with crit = 967.09, MSE = 0.923.

## Variable 154 added with crit = 966.76, MSE = 0.921.

## Variable 158 added with crit = 964.67, MSE = 0.917.

## Variable 163 added with crit = 964.63, MSE = 0.915.

## Variable 168 added with crit = 963.59, MSE = 0.912.

## Variable 173 added with crit = 962.28, MSE = 0.908.

## Variable 174 added with crit = 961.82, MSE = 0.906.

## Variable 175 added with crit = 957.03, MSE = 0.899.

## Variable 179 added with crit = 956.97, MSE = 0.897.

## Variable 182 added with crit = 954.35, MSE = 0.892.

## Variable 188 added with crit = 954.09, MSE = 0.89.

## Variable 195 added with crit = 953.56, MSE = 0.888.

## Variable 199 added with crit = 952.63, MSE = 0.885.

## Variable 212 added with crit = 952.34, MSE = 0.882.

## Variable 227 added with crit = 950.12, MSE = 0.878.

## Variable 239 added with crit = 949.48, MSE = 0.875.

## Variable 250 added with crit = 949.32, MSE = 0.873.

## Variable 252 added with crit = 948.95, MSE = 0.871.

## Variable 253 added with crit = 948.65, MSE = 0.869.

## Variable 263 added with crit = 945.1, MSE = 0.863.

## Variable 293 added with crit = 945.06, MSE = 0.861.

## Variable 297 added with crit = 944.93, MSE = 0.859.

## Variable 298 added with crit = 944.59, MSE = 0.857.

## Variable 306 added with crit = 937.77, MSE = 0.848.

## Variable 317 added with crit = 937.77, MSE = 0.846.

## Variable 340 added with crit = 935.19, MSE = 0.841.

## Variable 343 added with crit = 932.43, MSE = 0.836.

## Variable 349 added with crit = 929.43, MSE = 0.831.

## Variable 352 added with crit = 927.54, MSE = 0.828.

## Variable 354 added with crit = 926.87, MSE = 0.825.

## Variable 362 added with crit = 925.25, MSE = 0.821.

## Variable 373 added with crit = 924, MSE = 0.818.

## Variable 380 added with crit = 923.89, MSE = 0.816.

## Variable 396 added with crit = 920.7, MSE = 0.811.

## Variable 397 added with crit = 919.54, MSE = 0.808.

## Variable 398 added with crit = 919.45, MSE = 0.805.

## Variable 404 added with crit = 918.78, MSE = 0.803.

## Variable 419 added with crit = 917.94, MSE = 0.8.

## Variable 424 added with crit = 917.61, MSE = 0.798.

## Variable 434 added with crit = 917.16, MSE = 0.795.

## Variable 448 added with crit = 916.94, MSE = 0.793.

## Variable 451 added with crit = 916.28, MSE = 0.79.

## Variable 452 added with crit = 915.95, MSE = 0.788.

## Variable 455 added with crit = 911.65, MSE = 0.782.

## Variable 460 added with crit = 910.18, MSE = 0.778.

## Variable 461 added with crit = 909.98, MSE = 0.776.

## Variable 462 added with crit = 909.75, MSE = 0.774.

## Variable 464 added with crit = 909.43, MSE = 0.771.

## Variable 470 added with crit = 908.09, MSE = 0.768.

## Done.

## Starting the fast-forward, 0 variables, crit = 25.54, MSE = 1.026.

## Variable 2 added with crit = 20.47, MSE = 1.019.

## Variable 3 added with crit = 13.57, MSE = 1.01.

## Variable 4 added with crit = 5.81, MSE = 1.

## Variable 5 added with crit = -20.38, MSE = 0.972.

## Variable 23 added with crit = -20.69, MSE = 0.97.

## Variable 33 added with crit = -21.45, MSE = 0.967.

## Variable 42 added with crit = -22.41, MSE = 0.964.

## Variable 56 added with crit = -23.04, MSE = 0.962.

## Variable 67 added with crit = -23.38, MSE = 0.959.

## Variable 68 added with crit = -24.23, MSE = 0.957.

## Variable 70 added with crit = -25.11, MSE = 0.954.

## Variable 71 added with crit = -25.52, MSE = 0.952.

## Variable 79 added with crit = -25.63, MSE = 0.95.

## Variable 104 added with crit = -26.53, MSE = 0.947.

## Variable 105 added with crit = -26.59, MSE = 0.945.

## Variable 111 added with crit = -27.51, MSE = 0.942.

## Variable 112 added with crit = -29.4, MSE = 0.939.

## Variable 117 added with crit = -29.61, MSE = 0.936.

## Variable 128 added with crit = -29.75, MSE = 0.934.

## Variable 134 added with crit = -30.66, MSE = 0.932.

## Variable 138 added with crit = -30.87, MSE = 0.93.

## Variable 139 added with crit = -33.62, MSE = 0.925.

## Variable 153 added with crit = -36.11, MSE = 0.921.

## Variable 154 added with crit = -36.48, MSE = 0.919.

## Variable 158 added with crit = -39.22, MSE = 0.915.

## Variable 163 added with crit = -39.55, MSE = 0.913.

## Variable 168 added with crit = -40.72, MSE = 0.91.

## Variable 173 added with crit = -42.55, MSE = 0.906.

## Variable 174 added with crit = -43.15, MSE = 0.904.

## Variable 175 added with crit = -48.48, MSE = 0.897.

## Variable 179 added with crit = -48.7, MSE = 0.895.

## Variable 182 added with crit = -51.74, MSE = 0.891.

## Variable 188 added with crit = -52.18, MSE = 0.889.

## Variable 195 added with crit = -52.97, MSE = 0.886.

## Variable 199 added with crit = -53.9, MSE = 0.883.

## Variable 212 added with crit = -54.68, MSE = 0.881.

## Variable 217 added with crit = -54.94, MSE = 0.879.

## Variable 227 added with crit = -57.32, MSE = 0.875.

## Variable 239 added with crit = -58.07, MSE = 0.873.

## Variable 250 added with crit = -58.73, MSE = 0.87.

## Variable 252 added with crit = -59.26, MSE = 0.868.

## Variable 253 added with crit = -59.91, MSE = 0.866.

## Variable 263 added with crit = -64.07, MSE = 0.861.

## Variable 286 added with crit = -64.17, MSE = 0.859.

## Variable 291 added with crit = -64.21, MSE = 0.857.

## Variable 293 added with crit = -64.58, MSE = 0.855.

## Variable 297 added with crit = -65.26, MSE = 0.853.

## Variable 298 added with crit = -65.93, MSE = 0.85.

## Variable 306 added with crit = -73.55, MSE = 0.842.

## Variable 317 added with crit = -74.17, MSE = 0.84.

## Variable 321 added with crit = -74.65, MSE = 0.838.

## Variable 339 added with crit = -75.11, MSE = 0.836.

## Variable 340 added with crit = -78.24, MSE = 0.832.

## Variable 343 added with crit = -82.14, MSE = 0.827.

## Variable 349 added with crit = -86.54, MSE = 0.822.

## Variable 352 added with crit = -89.2, MSE = 0.818.

## Variable 354 added with crit = -90.75, MSE = 0.815.

## Variable 362 added with crit = -92.73, MSE = 0.812.

## Variable 371 added with crit = -93.31, MSE = 0.81.

## Variable 373 added with crit = -95.29, MSE = 0.806.

## Variable 376 added with crit = -95.55, MSE = 0.804.

## Variable 380 added with crit = -97.53, MSE = 0.801.

## Variable 396 added with crit = -102.19, MSE = 0.796.

## Variable 397 added with crit = -104.33, MSE = 0.793.

## Variable 398 added with crit = -105.42, MSE = 0.79.

## Variable 401 added with crit = -105.58, MSE = 0.789.

## Variable 404 added with crit = -107.05, MSE = 0.786.

## Variable 412 added with crit = -107.4, MSE = 0.784.

## Variable 418 added with crit = -108.01, MSE = 0.782.

## Variable 431 added with crit = -108.26, MSE = 0.78.

## Done.

## Optimal model unknown sigma: 
## [1] 70
##  [1] "2"   "3"   "4"   "5"   "23"  "33"  "42"  "56"  "67"  "68"  "70"  "71" 
## [13] "79"  "104" "105" "111" "112" "117" "128" "134" "138" "139" "153" "154"
## [25] "158" "163" "168" "173" "174" "175" "179" "182" "188" "195" "199" "212"
## [37] "217" "227" "239" "250" "252" "253" "263" "286" "291" "293" "297" "298"
## [49] "306" "317" "321" "339" "340" "343" "349" "352" "354" "362" "371" "373"
## [61] "376" "380" "396" "397" "398" "401" "404" "412" "418" "431"
## Optimal model known sigma:  
## [1] 70
##  [1] "2"   "3"   "4"   "5"   "23"  "33"  "42"  "56"  "67"  "68"  "70"  "71" 
## [13] "79"  "104" "111" "112" "117" "128" "134" "138" "139" "153" "154" "158"
## [25] "163" "168" "173" "174" "175" "179" "182" "188" "195" "199" "212" "227"
## [37] "239" "250" "252" "253" "263" "293" "297" "298" "306" "317" "340" "343"
## [49] "349" "352" "354" "362" "373" "380" "396" "397" "398" "404" "419" "424"
## [61] "434" "448" "451" "452" "455" "460" "461" "462" "464" "470"
## 
## Test for 950  columns
## Shape of X: 1000 950 
## RSS =  56.43574 
## PE = sigma^2(N - n) + N = 1000.05 
## PE using real Sigma =  58.33574 
## PE using estimated Sigma =  2200.994 
## estimated PE using CV =  25627.27

## Starting the fast-forward, 0 variables, crit = 1025.87, MSE = 1.026.

## Variable 2 added with crit = 1020.64, MSE = 1.019.

## Variable 3 added with crit = 1013.62, MSE = 1.01.

## Variable 4 added with crit = 1005.81, MSE = 1.

## Variable 5 added with crit = 980.02, MSE = 0.972.

## Variable 23 added with crit = 979.78, MSE = 0.97.

## Variable 33 added with crit = 979.11, MSE = 0.967.

## Variable 42 added with crit = 978.24, MSE = 0.964.

## Variable 56 added with crit = 977.71, MSE = 0.962.

## Variable 67 added with crit = 977.47, MSE = 0.959.

## Variable 68 added with crit = 976.73, MSE = 0.957.

## Variable 70 added with crit = 975.98, MSE = 0.954.

## Variable 71 added with crit = 975.69, MSE = 0.952.

## Variable 79 added with crit = 975.68, MSE = 0.95.

## Variable 104 added with crit = 974.93, MSE = 0.947.

## Variable 111 added with crit = 974.05, MSE = 0.944.

## Variable 112 added with crit = 972.51, MSE = 0.941.

## Variable 117 added with crit = 972.44, MSE = 0.938.

## Variable 128 added with crit = 972.43, MSE = 0.936.

## Variable 134 added with crit = 971.64, MSE = 0.934.

## Variable 138 added with crit = 971.61, MSE = 0.932.

## Variable 139 added with crit = 969.16, MSE = 0.927.

## Variable 153 added with crit = 967.09, MSE = 0.923.

## Variable 154 added with crit = 966.76, MSE = 0.921.

## Variable 158 added with crit = 964.67, MSE = 0.917.

## Variable 163 added with crit = 964.63, MSE = 0.915.

## Variable 168 added with crit = 963.59, MSE = 0.912.

## Variable 173 added with crit = 962.28, MSE = 0.908.

## Variable 174 added with crit = 961.82, MSE = 0.906.

## Variable 175 added with crit = 957.03, MSE = 0.899.

## Variable 179 added with crit = 956.97, MSE = 0.897.

## Variable 182 added with crit = 954.35, MSE = 0.892.

## Variable 188 added with crit = 954.09, MSE = 0.89.

## Variable 195 added with crit = 953.56, MSE = 0.888.

## Variable 199 added with crit = 952.63, MSE = 0.885.

## Variable 212 added with crit = 952.34, MSE = 0.882.

## Variable 227 added with crit = 950.12, MSE = 0.878.

## Variable 239 added with crit = 949.48, MSE = 0.875.

## Variable 250 added with crit = 949.32, MSE = 0.873.

## Variable 252 added with crit = 948.95, MSE = 0.871.

## Variable 253 added with crit = 948.65, MSE = 0.869.

## Variable 263 added with crit = 945.1, MSE = 0.863.

## Variable 293 added with crit = 945.06, MSE = 0.861.

## Variable 297 added with crit = 944.93, MSE = 0.859.

## Variable 298 added with crit = 944.59, MSE = 0.857.

## Variable 306 added with crit = 937.77, MSE = 0.848.

## Variable 317 added with crit = 937.77, MSE = 0.846.

## Variable 340 added with crit = 935.19, MSE = 0.841.

## Variable 343 added with crit = 932.43, MSE = 0.836.

## Variable 349 added with crit = 929.43, MSE = 0.831.

## Variable 352 added with crit = 927.54, MSE = 0.828.

## Variable 354 added with crit = 926.87, MSE = 0.825.

## Variable 362 added with crit = 925.25, MSE = 0.821.

## Variable 373 added with crit = 924, MSE = 0.818.

## Variable 380 added with crit = 923.89, MSE = 0.816.

## Variable 396 added with crit = 920.7, MSE = 0.811.

## Variable 397 added with crit = 919.54, MSE = 0.808.

## Variable 398 added with crit = 919.45, MSE = 0.805.

## Variable 404 added with crit = 918.78, MSE = 0.803.

## Variable 419 added with crit = 917.94, MSE = 0.8.

## Variable 424 added with crit = 917.61, MSE = 0.798.

## Variable 434 added with crit = 917.16, MSE = 0.795.

## Variable 448 added with crit = 916.94, MSE = 0.793.

## Variable 451 added with crit = 916.28, MSE = 0.79.

## Variable 452 added with crit = 915.95, MSE = 0.788.

## Variable 455 added with crit = 911.65, MSE = 0.782.

## Variable 460 added with crit = 910.18, MSE = 0.778.

## Variable 461 added with crit = 909.98, MSE = 0.776.

## Variable 462 added with crit = 909.75, MSE = 0.774.

## Variable 464 added with crit = 909.43, MSE = 0.771.

## Variable 470 added with crit = 908.09, MSE = 0.768.

## Done.

## Starting the fast-forward, 0 variables, crit = 25.54, MSE = 1.026.

## Variable 2 added with crit = 20.47, MSE = 1.019.

## Variable 3 added with crit = 13.57, MSE = 1.01.

## Variable 4 added with crit = 5.81, MSE = 1.

## Variable 5 added with crit = -20.38, MSE = 0.972.

## Variable 23 added with crit = -20.69, MSE = 0.97.

## Variable 33 added with crit = -21.45, MSE = 0.967.

## Variable 42 added with crit = -22.41, MSE = 0.964.

## Variable 56 added with crit = -23.04, MSE = 0.962.

## Variable 67 added with crit = -23.38, MSE = 0.959.

## Variable 68 added with crit = -24.23, MSE = 0.957.

## Variable 70 added with crit = -25.11, MSE = 0.954.

## Variable 71 added with crit = -25.52, MSE = 0.952.

## Variable 79 added with crit = -25.63, MSE = 0.95.

## Variable 104 added with crit = -26.53, MSE = 0.947.

## Variable 105 added with crit = -26.59, MSE = 0.945.

## Variable 111 added with crit = -27.51, MSE = 0.942.

## Variable 112 added with crit = -29.4, MSE = 0.939.

## Variable 117 added with crit = -29.61, MSE = 0.936.

## Variable 128 added with crit = -29.75, MSE = 0.934.

## Variable 134 added with crit = -30.66, MSE = 0.932.

## Variable 138 added with crit = -30.87, MSE = 0.93.

## Variable 139 added with crit = -33.62, MSE = 0.925.

## Variable 153 added with crit = -36.11, MSE = 0.921.

## Variable 154 added with crit = -36.48, MSE = 0.919.

## Variable 158 added with crit = -39.22, MSE = 0.915.

## Variable 163 added with crit = -39.55, MSE = 0.913.

## Variable 168 added with crit = -40.72, MSE = 0.91.

## Variable 173 added with crit = -42.55, MSE = 0.906.

## Variable 174 added with crit = -43.15, MSE = 0.904.

## Variable 175 added with crit = -48.48, MSE = 0.897.

## Variable 179 added with crit = -48.7, MSE = 0.895.

## Variable 182 added with crit = -51.74, MSE = 0.891.

## Variable 188 added with crit = -52.18, MSE = 0.889.

## Variable 195 added with crit = -52.97, MSE = 0.886.

## Variable 199 added with crit = -53.9, MSE = 0.883.

## Variable 212 added with crit = -54.68, MSE = 0.881.

## Variable 217 added with crit = -54.94, MSE = 0.879.

## Variable 227 added with crit = -57.32, MSE = 0.875.

## Variable 239 added with crit = -58.07, MSE = 0.873.

## Variable 250 added with crit = -58.73, MSE = 0.87.

## Variable 252 added with crit = -59.26, MSE = 0.868.

## Variable 253 added with crit = -59.91, MSE = 0.866.

## Variable 263 added with crit = -64.07, MSE = 0.861.

## Variable 286 added with crit = -64.17, MSE = 0.859.

## Variable 291 added with crit = -64.21, MSE = 0.857.

## Variable 293 added with crit = -64.58, MSE = 0.855.

## Variable 297 added with crit = -65.26, MSE = 0.853.

## Variable 298 added with crit = -65.93, MSE = 0.85.

## Variable 306 added with crit = -73.55, MSE = 0.842.

## Variable 317 added with crit = -74.17, MSE = 0.84.

## Variable 321 added with crit = -74.65, MSE = 0.838.

## Variable 339 added with crit = -75.11, MSE = 0.836.

## Variable 340 added with crit = -78.24, MSE = 0.832.

## Variable 343 added with crit = -82.14, MSE = 0.827.

## Variable 349 added with crit = -86.54, MSE = 0.822.

## Variable 352 added with crit = -89.2, MSE = 0.818.

## Variable 354 added with crit = -90.75, MSE = 0.815.

## Variable 362 added with crit = -92.73, MSE = 0.812.

## Variable 371 added with crit = -93.31, MSE = 0.81.

## Variable 373 added with crit = -95.29, MSE = 0.806.

## Variable 376 added with crit = -95.55, MSE = 0.804.

## Variable 380 added with crit = -97.53, MSE = 0.801.

## Variable 396 added with crit = -102.19, MSE = 0.796.

## Variable 397 added with crit = -104.33, MSE = 0.793.

## Variable 398 added with crit = -105.42, MSE = 0.79.

## Variable 401 added with crit = -105.58, MSE = 0.789.

## Variable 404 added with crit = -107.05, MSE = 0.786.

## Variable 412 added with crit = -107.4, MSE = 0.784.

## Variable 418 added with crit = -108.01, MSE = 0.782.

## Variable 431 added with crit = -108.26, MSE = 0.78.

## Done.

## Optimal model unknown sigma: 
## [1] 70
##  [1] "2"   "3"   "4"   "5"   "23"  "33"  "42"  "56"  "67"  "68"  "70"  "71" 
## [13] "79"  "104" "105" "111" "112" "117" "128" "134" "138" "139" "153" "154"
## [25] "158" "163" "168" "173" "174" "175" "179" "182" "188" "195" "199" "212"
## [37] "217" "227" "239" "250" "252" "253" "263" "286" "291" "293" "297" "298"
## [49] "306" "317" "321" "339" "340" "343" "349" "352" "354" "362" "371" "373"
## [61] "376" "380" "396" "397" "398" "401" "404" "412" "418" "431"
## Optimal model known sigma:  
## [1] 70
##  [1] "2"   "3"   "4"   "5"   "23"  "33"  "42"  "56"  "67"  "68"  "70"  "71" 
## [13] "79"  "104" "111" "112" "117" "128" "134" "138" "139" "153" "154" "158"
## [25] "163" "168" "173" "174" "175" "179" "182" "188" "195" "199" "212" "227"
## [37] "239" "250" "252" "253" "263" "293" "297" "298" "306" "317" "340" "343"
## [49] "349" "352" "354" "362" "373" "380" "396" "397" "398" "404" "419" "424"
## [61] "434" "448" "451" "452" "455" "460" "461" "462" "464" "470"
## 
## 📊Summary after  1 tests for 950 columns
## PE_true mean:  1000.739 
## PE_real_sigma mean:  735.4755 
## PE_estimated_sigma mean:  1299.627 
## PE_CV mean:  5292.767

## 
## 📊Performing  1 tests for 950 columns
## 
## Test for 2  columns
## Shape of X: 1000 2 
## RSS =  1036.675 
## PE = sigma^2(N - n) + N = 1000.998 
## PE using real Sigma =  1036.679 
## PE using estimated Sigma =  1040.83 
## estimated PE using CV =  1043.027

## Starting the fast-forward, 0 variables, crit = 1051.9, MSE = 1.052.

## Variable 2 added with crit = 1038.7, MSE = 1.037.

## Done.

## Starting the fast-forward, 0 variables, crit = 50.6, MSE = 1.052.

## Variable 2 added with crit = 38.04, MSE = 1.037.

## Done.

## Optimal model unknown sigma: 
## [1] 1
## [1] "2"
## Optimal model known sigma:  
## [1] 1
## [1] "2"
## 
## Test for 5  columns
## Shape of X: 1000 5 
## RSS =  1013.037 
## PE = sigma^2(N - n) + N = 1000.995 
## PE using real Sigma =  1013.047 
## PE using estimated Sigma =  1023.218 
## estimated PE using CV =  1025.761

## Starting the fast-forward, 0 variables, crit = 1051.9, MSE = 1.052.

## Variable 2 added with crit = 1038.7, MSE = 1.037.

## Variable 4 added with crit = 1030.3, MSE = 1.026.

## Variable 5 added with crit = 1025.49, MSE = 1.019.

## Variable 6 added with crit = 1021.2, MSE = 1.013.

## Done.

## Starting the fast-forward, 0 variables, crit = 50.6, MSE = 1.052.

## Variable 2 added with crit = 38.04, MSE = 1.037.

## Variable 4 added with crit = 29.96, MSE = 1.026.

## Variable 5 added with crit = 25.3, MSE = 1.019.

## Variable 6 added with crit = 21.11, MSE = 1.013.

## Done.

## Optimal model unknown sigma: 
## [1] 4
## [1] "2" "4" "5" "6"
## Optimal model known sigma:  
## [1] 4
## [1] "2" "4" "5" "6"
## 
## Test for 10  columns
## Shape of X: 1000 10 
## RSS =  1011.581 
## PE = sigma^2(N - n) + N = 1000.99 
## PE using real Sigma =  1011.601 
## PE using estimated Sigma =  1032.017 
## estimated PE using CV =  1034.352

## Starting the fast-forward, 0 variables, crit = 1051.9, MSE = 1.052.

## Variable 2 added with crit = 1038.7, MSE = 1.037.

## Variable 4 added with crit = 1030.3, MSE = 1.026.

## Variable 5 added with crit = 1025.49, MSE = 1.019.

## Variable 6 added with crit = 1021.2, MSE = 1.013.

## Done.

## Starting the fast-forward, 0 variables, crit = 50.6, MSE = 1.052.

## Variable 2 added with crit = 38.04, MSE = 1.037.

## Variable 4 added with crit = 29.96, MSE = 1.026.

## Variable 5 added with crit = 25.3, MSE = 1.019.

## Variable 6 added with crit = 21.11, MSE = 1.013.

## Done.

## Optimal model unknown sigma: 
## [1] 4
## [1] "2" "4" "5" "6"
## Optimal model known sigma:  
## [1] 4
## [1] "2" "4" "5" "6"
## 
## Test for 100  columns
## Shape of X: 1000 100 
## RSS =  932.9177 
## PE = sigma^2(N - n) + N = 1000.9 
## PE using real Sigma =  933.1177 
## PE using estimated Sigma =  1140.233 
## estimated PE using CV =  1156.413

## Starting the fast-forward, 0 variables, crit = 1051.9, MSE = 1.052.

## Variable 2 added with crit = 1038.7, MSE = 1.037.

## Variable 4 added with crit = 1030.3, MSE = 1.026.

## Variable 5 added with crit = 1025.49, MSE = 1.019.

## Variable 6 added with crit = 1021.2, MSE = 1.013.

## Variable 24 added with crit = 1018.63, MSE = 1.009.

## Variable 28 added with crit = 1018.44, MSE = 1.006.

## Variable 31 added with crit = 1015.32, MSE = 1.001.

## Variable 32 added with crit = 1012.24, MSE = 0.996.

## Variable 37 added with crit = 1011.58, MSE = 0.994.

## Variable 40 added with crit = 1007.72, MSE = 0.988.

## Variable 42 added with crit = 1007.58, MSE = 0.986.

## Variable 48 added with crit = 1007.33, MSE = 0.983.

## Variable 53 added with crit = 1006.93, MSE = 0.981.

## Variable 60 added with crit = 1005.37, MSE = 0.977.

## Variable 63 added with crit = 1005.37, MSE = 0.975.

## Variable 95 added with crit = 1005.17, MSE = 0.973.

## Done.

## Starting the fast-forward, 0 variables, crit = 50.6, MSE = 1.052.

## Variable 2 added with crit = 38.04, MSE = 1.037.

## Variable 4 added with crit = 29.96, MSE = 1.026.

## Variable 5 added with crit = 25.3, MSE = 1.019.

## Variable 6 added with crit = 21.11, MSE = 1.013.

## Variable 24 added with crit = 18.59, MSE = 1.009.

## Variable 28 added with crit = 18.42, MSE = 1.006.

## Variable 31 added with crit = 15.32, MSE = 1.001.

## Variable 32 added with crit = 12.23, MSE = 0.996.

## Variable 37 added with crit = 11.56, MSE = 0.994.

## Variable 40 added with crit = 7.65, MSE = 0.988.

## Variable 42 added with crit = 7.47, MSE = 0.986.

## Variable 48 added with crit = 7.18, MSE = 0.983.

## Variable 53 added with crit = 6.75, MSE = 0.981.

## Variable 60 added with crit = 5.11, MSE = 0.977.

## Variable 63 added with crit = 5.06, MSE = 0.975.

## Variable 95 added with crit = 4.8, MSE = 0.973.

## Done.

## Optimal model unknown sigma: 
## [1] 16
##  [1] "2"  "4"  "5"  "6"  "24" "28" "31" "32" "37" "40" "42" "48" "53" "60" "63"
## [16] "95"
## Optimal model known sigma:  
## [1] 16
##  [1] "2"  "4"  "5"  "6"  "24" "28" "31" "32" "37" "40" "42" "48" "53" "60" "63"
## [16] "95"
## 
## Test for 500  columns
## Shape of X: 1000 500 
## RSS =  493.3204 
## PE = sigma^2(N - n) + N = 1000.5 
## PE using real Sigma =  494.3204 
## PE using estimated Sigma =  1479.961 
## estimated PE using CV =  1991.69

## Starting the fast-forward, 0 variables, crit = 1051.9, MSE = 1.052.

## Variable 2 added with crit = 1038.7, MSE = 1.037.

## Variable 4 added with crit = 1030.3, MSE = 1.026.

## Variable 5 added with crit = 1025.49, MSE = 1.019.

## Variable 6 added with crit = 1021.2, MSE = 1.013.

## Variable 24 added with crit = 1018.63, MSE = 1.009.

## Variable 28 added with crit = 1018.44, MSE = 1.006.

## Variable 31 added with crit = 1015.32, MSE = 1.001.

## Variable 32 added with crit = 1012.24, MSE = 0.996.

## Variable 37 added with crit = 1011.58, MSE = 0.994.

## Variable 40 added with crit = 1007.72, MSE = 0.988.

## Variable 42 added with crit = 1007.58, MSE = 0.986.

## Variable 48 added with crit = 1007.33, MSE = 0.983.

## Variable 53 added with crit = 1006.93, MSE = 0.981.

## Variable 60 added with crit = 1005.37, MSE = 0.977.

## Variable 63 added with crit = 1005.37, MSE = 0.975.

## Variable 95 added with crit = 1005.17, MSE = 0.973.

## Variable 105 added with crit = 1002.59, MSE = 0.969.

## Variable 107 added with crit = 1002.5, MSE = 0.967.

## Variable 110 added with crit = 998.57, MSE = 0.961.

## Variable 115 added with crit = 998.23, MSE = 0.958.

## Variable 116 added with crit = 997.32, MSE = 0.955.

## Variable 119 added with crit = 996.49, MSE = 0.952.

## Variable 121 added with crit = 995.03, MSE = 0.949.

## Variable 124 added with crit = 993.97, MSE = 0.946.

## Variable 126 added with crit = 991.3, MSE = 0.941.

## Variable 128 added with crit = 990.39, MSE = 0.938.

## Variable 129 added with crit = 988.9, MSE = 0.935.

## Variable 139 added with crit = 987.88, MSE = 0.932.

## Variable 141 added with crit = 986.4, MSE = 0.928.

## Variable 148 added with crit = 984.32, MSE = 0.924.

## Variable 161 added with crit = 983.48, MSE = 0.921.

## Variable 162 added with crit = 983.46, MSE = 0.919.

## Variable 171 added with crit = 979.08, MSE = 0.913.

## Variable 175 added with crit = 977.24, MSE = 0.909.

## Variable 183 added with crit = 976.86, MSE = 0.907.

## Variable 186 added with crit = 974.82, MSE = 0.903.

## Variable 196 added with crit = 973.71, MSE = 0.9.

## Variable 198 added with crit = 973.19, MSE = 0.897.

## Variable 211 added with crit = 973.03, MSE = 0.895.

## Variable 225 added with crit = 971.16, MSE = 0.891.

## Variable 228 added with crit = 970.36, MSE = 0.888.

## Variable 230 added with crit = 966.52, MSE = 0.883.

## Variable 232 added with crit = 965.34, MSE = 0.879.

## Variable 235 added with crit = 963.75, MSE = 0.876.

## Variable 236 added with crit = 963.3, MSE = 0.873.

## Variable 240 added with crit = 961.84, MSE = 0.87.

## Variable 244 added with crit = 961.06, MSE = 0.867.

## Variable 246 added with crit = 957.3, MSE = 0.861.

## Variable 249 added with crit = 956.19, MSE = 0.858.

## Variable 252 added with crit = 954.87, MSE = 0.855.

## Variable 265 added with crit = 954.69, MSE = 0.853.

## Variable 274 added with crit = 954.06, MSE = 0.85.

## Variable 278 added with crit = 952.38, MSE = 0.846.

## Variable 288 added with crit = 952.13, MSE = 0.844.

## Variable 294 added with crit = 951.7, MSE = 0.842.

## Variable 295 added with crit = 951.31, MSE = 0.839.

## Variable 311 added with crit = 951.17, MSE = 0.837.

## Variable 314 added with crit = 948.2, MSE = 0.832.

## Variable 316 added with crit = 948.11, MSE = 0.83.

## Variable 326 added with crit = 945.38, MSE = 0.825.

## Variable 327 added with crit = 944.77, MSE = 0.823.

## Variable 330 added with crit = 943.05, MSE = 0.819.

## Variable 332 added with crit = 942.65, MSE = 0.817.

## Variable 343 added with crit = 942.22, MSE = 0.814.

## Variable 351 added with crit = 941.9, MSE = 0.812.

## Variable 352 added with crit = 941.27, MSE = 0.809.

## Variable 356 added with crit = 940.78, MSE = 0.807.

## Variable 358 added with crit = 939.43, MSE = 0.803.

## Variable 362 added with crit = 938.74, MSE = 0.801.

## Variable 364 added with crit = 937.24, MSE = 0.797.

## Done.

## Starting the fast-forward, 0 variables, crit = 50.6, MSE = 1.052.

## Variable 2 added with crit = 38.04, MSE = 1.037.

## Variable 4 added with crit = 29.96, MSE = 1.026.

## Variable 5 added with crit = 25.3, MSE = 1.019.

## Variable 6 added with crit = 21.11, MSE = 1.013.

## Variable 24 added with crit = 18.59, MSE = 1.009.

## Variable 28 added with crit = 18.42, MSE = 1.006.

## Variable 31 added with crit = 15.32, MSE = 1.001.

## Variable 32 added with crit = 12.23, MSE = 0.996.

## Variable 37 added with crit = 11.56, MSE = 0.994.

## Variable 40 added with crit = 7.65, MSE = 0.988.

## Variable 42 added with crit = 7.47, MSE = 0.986.

## Variable 48 added with crit = 7.18, MSE = 0.983.

## Variable 53 added with crit = 6.75, MSE = 0.981.

## Variable 60 added with crit = 5.11, MSE = 0.977.

## Variable 63 added with crit = 5.06, MSE = 0.975.

## Variable 95 added with crit = 4.8, MSE = 0.973.

## Variable 105 added with crit = 2.08, MSE = 0.969.

## Variable 107 added with crit = 1.93, MSE = 0.967.

## Variable 110 added with crit = -2.22, MSE = 0.961.

## Variable 115 added with crit = -2.67, MSE = 0.958.

## Variable 116 added with crit = -3.71, MSE = 0.955.

## Variable 119 added with crit = -4.68, MSE = 0.952.

## Variable 121 added with crit = -6.31, MSE = 0.949.

## Variable 124 added with crit = -7.55, MSE = 0.946.

## Variable 126 added with crit = -10.49, MSE = 0.941.

## Variable 128 added with crit = -11.59, MSE = 0.938.

## Variable 129 added with crit = -13.31, MSE = 0.935.

## Variable 139 added with crit = -14.55, MSE = 0.932.

## Variable 141 added with crit = -16.3, MSE = 0.928.

## Variable 148 added with crit = -18.7, MSE = 0.924.

## Variable 161 added with crit = -19.78, MSE = 0.921.

## Variable 162 added with crit = -19.97, MSE = 0.919.

## Variable 171 added with crit = -24.93, MSE = 0.913.

## Variable 175 added with crit = -27.14, MSE = 0.909.

## Variable 183 added with crit = -27.77, MSE = 0.907.

## Variable 186 added with crit = -30.24, MSE = 0.903.

## Variable 196 added with crit = -31.69, MSE = 0.9.

## Variable 198 added with crit = -32.49, MSE = 0.897.

## Variable 211 added with crit = -32.9, MSE = 0.895.

## Variable 225 added with crit = -35.23, MSE = 0.891.

## Variable 228 added with crit = -36.38, MSE = 0.888.

## Variable 230 added with crit = -40.98, MSE = 0.883.

## Variable 232 added with crit = -42.59, MSE = 0.879.

## Variable 235 added with crit = -44.68, MSE = 0.876.

## Variable 236 added with crit = -45.48, MSE = 0.873.

## Variable 240 added with crit = -47.44, MSE = 0.87.

## Variable 244 added with crit = -48.65, MSE = 0.867.

## Variable 246 added with crit = -53.31, MSE = 0.861.

## Variable 249 added with crit = -54.93, MSE = 0.858.

## Variable 250 added with crit = -55.23, MSE = 0.856.

## Variable 252 added with crit = -57.25, MSE = 0.853.

## Variable 265 added with crit = -57.62, MSE = 0.851.

## Variable 270 added with crit = -57.83, MSE = 0.849.

## Variable 274 added with crit = -59.05, MSE = 0.846.

## Variable 278 added with crit = -61.19, MSE = 0.843.

## Variable 279 added with crit = -61.41, MSE = 0.841.

## Variable 288 added with crit = -61.71, MSE = 0.839.

## Variable 294 added with crit = -62.41, MSE = 0.837.

## Variable 295 added with crit = -63.58, MSE = 0.834.

## Variable 301 added with crit = -64.08, MSE = 0.832.

## Variable 309 added with crit = -64.23, MSE = 0.83.

## Variable 311 added with crit = -64.89, MSE = 0.828.

## Variable 314 added with crit = -68.42, MSE = 0.823.

## Variable 316 added with crit = -68.97, MSE = 0.821.

## Variable 326 added with crit = -72.48, MSE = 0.817.

## Variable 327 added with crit = -73.74, MSE = 0.814.

## Variable 330 added with crit = -76.34, MSE = 0.81.

## Variable 332 added with crit = -77.32, MSE = 0.808.

## Variable 343 added with crit = -78.92, MSE = 0.805.

## Variable 351 added with crit = -79.32, MSE = 0.803.

## Done.

## Optimal model unknown sigma: 
## [1] 70
##  [1] "2"   "4"   "5"   "6"   "24"  "28"  "31"  "32"  "37"  "40"  "42"  "48" 
## [13] "53"  "60"  "63"  "95"  "105" "107" "110" "115" "116" "119" "121" "124"
## [25] "126" "128" "129" "139" "141" "148" "161" "162" "171" "175" "183" "186"
## [37] "196" "198" "211" "225" "228" "230" "232" "235" "236" "240" "244" "246"
## [49] "249" "250" "252" "265" "270" "274" "278" "279" "288" "294" "295" "301"
## [61] "309" "311" "314" "316" "326" "327" "330" "332" "343" "351"
## Optimal model known sigma:  
## [1] 70
##  [1] "2"   "4"   "5"   "6"   "24"  "28"  "31"  "32"  "37"  "40"  "42"  "48" 
## [13] "53"  "60"  "63"  "95"  "105" "107" "110" "115" "116" "119" "121" "124"
## [25] "126" "128" "129" "139" "141" "148" "161" "162" "171" "175" "183" "186"
## [37] "196" "198" "211" "225" "228" "230" "232" "235" "236" "240" "244" "246"
## [49] "249" "252" "265" "274" "278" "288" "294" "295" "311" "314" "316" "326"
## [61] "327" "330" "332" "343" "351" "352" "356" "358" "362" "364"
## 
## Test for 950  columns
## Shape of X: 1000 950 
## RSS =  55.20809 
## PE = sigma^2(N - n) + N = 1000.05 
## PE using real Sigma =  57.10809 
## PE using estimated Sigma =  2153.116 
## estimated PE using CV =  23733.18

## Starting the fast-forward, 0 variables, crit = 1051.9, MSE = 1.052.

## Variable 2 added with crit = 1038.7, MSE = 1.037.

## Variable 4 added with crit = 1030.3, MSE = 1.026.

## Variable 5 added with crit = 1025.49, MSE = 1.019.

## Variable 6 added with crit = 1021.2, MSE = 1.013.

## Variable 24 added with crit = 1018.63, MSE = 1.009.

## Variable 28 added with crit = 1018.44, MSE = 1.006.

## Variable 31 added with crit = 1015.32, MSE = 1.001.

## Variable 32 added with crit = 1012.24, MSE = 0.996.

## Variable 37 added with crit = 1011.58, MSE = 0.994.

## Variable 40 added with crit = 1007.72, MSE = 0.988.

## Variable 42 added with crit = 1007.58, MSE = 0.986.

## Variable 48 added with crit = 1007.33, MSE = 0.983.

## Variable 53 added with crit = 1006.93, MSE = 0.981.

## Variable 60 added with crit = 1005.37, MSE = 0.977.

## Variable 63 added with crit = 1005.37, MSE = 0.975.

## Variable 95 added with crit = 1005.17, MSE = 0.973.

## Variable 105 added with crit = 1002.59, MSE = 0.969.

## Variable 107 added with crit = 1002.5, MSE = 0.967.

## Variable 110 added with crit = 998.57, MSE = 0.961.

## Variable 115 added with crit = 998.23, MSE = 0.958.

## Variable 116 added with crit = 997.32, MSE = 0.955.

## Variable 119 added with crit = 996.49, MSE = 0.952.

## Variable 121 added with crit = 995.03, MSE = 0.949.

## Variable 124 added with crit = 993.97, MSE = 0.946.

## Variable 126 added with crit = 991.3, MSE = 0.941.

## Variable 128 added with crit = 990.39, MSE = 0.938.

## Variable 129 added with crit = 988.9, MSE = 0.935.

## Variable 139 added with crit = 987.88, MSE = 0.932.

## Variable 141 added with crit = 986.4, MSE = 0.928.

## Variable 148 added with crit = 984.32, MSE = 0.924.

## Variable 161 added with crit = 983.48, MSE = 0.921.

## Variable 162 added with crit = 983.46, MSE = 0.919.

## Variable 171 added with crit = 979.08, MSE = 0.913.

## Variable 175 added with crit = 977.24, MSE = 0.909.

## Variable 183 added with crit = 976.86, MSE = 0.907.

## Variable 186 added with crit = 974.82, MSE = 0.903.

## Variable 196 added with crit = 973.71, MSE = 0.9.

## Variable 198 added with crit = 973.19, MSE = 0.897.

## Variable 211 added with crit = 973.03, MSE = 0.895.

## Variable 225 added with crit = 971.16, MSE = 0.891.

## Variable 228 added with crit = 970.36, MSE = 0.888.

## Variable 230 added with crit = 966.52, MSE = 0.883.

## Variable 232 added with crit = 965.34, MSE = 0.879.

## Variable 235 added with crit = 963.75, MSE = 0.876.

## Variable 236 added with crit = 963.3, MSE = 0.873.

## Variable 240 added with crit = 961.84, MSE = 0.87.

## Variable 244 added with crit = 961.06, MSE = 0.867.

## Variable 246 added with crit = 957.3, MSE = 0.861.

## Variable 249 added with crit = 956.19, MSE = 0.858.

## Variable 252 added with crit = 954.87, MSE = 0.855.

## Variable 265 added with crit = 954.69, MSE = 0.853.

## Variable 274 added with crit = 954.06, MSE = 0.85.

## Variable 278 added with crit = 952.38, MSE = 0.846.

## Variable 288 added with crit = 952.13, MSE = 0.844.

## Variable 294 added with crit = 951.7, MSE = 0.842.

## Variable 295 added with crit = 951.31, MSE = 0.839.

## Variable 311 added with crit = 951.17, MSE = 0.837.

## Variable 314 added with crit = 948.2, MSE = 0.832.

## Variable 316 added with crit = 948.11, MSE = 0.83.

## Variable 326 added with crit = 945.38, MSE = 0.825.

## Variable 327 added with crit = 944.77, MSE = 0.823.

## Variable 330 added with crit = 943.05, MSE = 0.819.

## Variable 332 added with crit = 942.65, MSE = 0.817.

## Variable 343 added with crit = 942.22, MSE = 0.814.

## Variable 351 added with crit = 941.9, MSE = 0.812.

## Variable 352 added with crit = 941.27, MSE = 0.809.

## Variable 356 added with crit = 940.78, MSE = 0.807.

## Variable 358 added with crit = 939.43, MSE = 0.803.

## Variable 362 added with crit = 938.74, MSE = 0.801.

## Variable 364 added with crit = 937.24, MSE = 0.797.

## Done.

## Starting the fast-forward, 0 variables, crit = 50.6, MSE = 1.052.

## Variable 2 added with crit = 38.04, MSE = 1.037.

## Variable 4 added with crit = 29.96, MSE = 1.026.

## Variable 5 added with crit = 25.3, MSE = 1.019.

## Variable 6 added with crit = 21.11, MSE = 1.013.

## Variable 24 added with crit = 18.59, MSE = 1.009.

## Variable 28 added with crit = 18.42, MSE = 1.006.

## Variable 31 added with crit = 15.32, MSE = 1.001.

## Variable 32 added with crit = 12.23, MSE = 0.996.

## Variable 37 added with crit = 11.56, MSE = 0.994.

## Variable 40 added with crit = 7.65, MSE = 0.988.

## Variable 42 added with crit = 7.47, MSE = 0.986.

## Variable 48 added with crit = 7.18, MSE = 0.983.

## Variable 53 added with crit = 6.75, MSE = 0.981.

## Variable 60 added with crit = 5.11, MSE = 0.977.

## Variable 63 added with crit = 5.06, MSE = 0.975.

## Variable 95 added with crit = 4.8, MSE = 0.973.

## Variable 105 added with crit = 2.08, MSE = 0.969.

## Variable 107 added with crit = 1.93, MSE = 0.967.

## Variable 110 added with crit = -2.22, MSE = 0.961.

## Variable 115 added with crit = -2.67, MSE = 0.958.

## Variable 116 added with crit = -3.71, MSE = 0.955.

## Variable 119 added with crit = -4.68, MSE = 0.952.

## Variable 121 added with crit = -6.31, MSE = 0.949.

## Variable 124 added with crit = -7.55, MSE = 0.946.

## Variable 126 added with crit = -10.49, MSE = 0.941.

## Variable 128 added with crit = -11.59, MSE = 0.938.

## Variable 129 added with crit = -13.31, MSE = 0.935.

## Variable 139 added with crit = -14.55, MSE = 0.932.

## Variable 141 added with crit = -16.3, MSE = 0.928.

## Variable 148 added with crit = -18.7, MSE = 0.924.

## Variable 161 added with crit = -19.78, MSE = 0.921.

## Variable 162 added with crit = -19.97, MSE = 0.919.

## Variable 171 added with crit = -24.93, MSE = 0.913.

## Variable 175 added with crit = -27.14, MSE = 0.909.

## Variable 183 added with crit = -27.77, MSE = 0.907.

## Variable 186 added with crit = -30.24, MSE = 0.903.

## Variable 196 added with crit = -31.69, MSE = 0.9.

## Variable 198 added with crit = -32.49, MSE = 0.897.

## Variable 211 added with crit = -32.9, MSE = 0.895.

## Variable 225 added with crit = -35.23, MSE = 0.891.

## Variable 228 added with crit = -36.38, MSE = 0.888.

## Variable 230 added with crit = -40.98, MSE = 0.883.

## Variable 232 added with crit = -42.59, MSE = 0.879.

## Variable 235 added with crit = -44.68, MSE = 0.876.

## Variable 236 added with crit = -45.48, MSE = 0.873.

## Variable 240 added with crit = -47.44, MSE = 0.87.

## Variable 244 added with crit = -48.65, MSE = 0.867.

## Variable 246 added with crit = -53.31, MSE = 0.861.

## Variable 249 added with crit = -54.93, MSE = 0.858.

## Variable 250 added with crit = -55.23, MSE = 0.856.

## Variable 252 added with crit = -57.25, MSE = 0.853.

## Variable 265 added with crit = -57.62, MSE = 0.851.

## Variable 270 added with crit = -57.83, MSE = 0.849.

## Variable 274 added with crit = -59.05, MSE = 0.846.

## Variable 278 added with crit = -61.19, MSE = 0.843.

## Variable 279 added with crit = -61.41, MSE = 0.841.

## Variable 288 added with crit = -61.71, MSE = 0.839.

## Variable 294 added with crit = -62.41, MSE = 0.837.

## Variable 295 added with crit = -63.58, MSE = 0.834.

## Variable 301 added with crit = -64.08, MSE = 0.832.

## Variable 309 added with crit = -64.23, MSE = 0.83.

## Variable 311 added with crit = -64.89, MSE = 0.828.

## Variable 314 added with crit = -68.42, MSE = 0.823.

## Variable 316 added with crit = -68.97, MSE = 0.821.

## Variable 326 added with crit = -72.48, MSE = 0.817.

## Variable 327 added with crit = -73.74, MSE = 0.814.

## Variable 330 added with crit = -76.34, MSE = 0.81.

## Variable 332 added with crit = -77.32, MSE = 0.808.

## Variable 343 added with crit = -78.92, MSE = 0.805.

## Variable 351 added with crit = -79.32, MSE = 0.803.

## Done.

## Optimal model unknown sigma: 
## [1] 70
##  [1] "2"   "4"   "5"   "6"   "24"  "28"  "31"  "32"  "37"  "40"  "42"  "48" 
## [13] "53"  "60"  "63"  "95"  "105" "107" "110" "115" "116" "119" "121" "124"
## [25] "126" "128" "129" "139" "141" "148" "161" "162" "171" "175" "183" "186"
## [37] "196" "198" "211" "225" "228" "230" "232" "235" "236" "240" "244" "246"
## [49] "249" "250" "252" "265" "270" "274" "278" "279" "288" "294" "295" "301"
## [61] "309" "311" "314" "316" "326" "327" "330" "332" "343" "351"
## Optimal model known sigma:  
## [1] 70
##  [1] "2"   "4"   "5"   "6"   "24"  "28"  "31"  "32"  "37"  "40"  "42"  "48" 
## [13] "53"  "60"  "63"  "95"  "105" "107" "110" "115" "116" "119" "121" "124"
## [25] "126" "128" "129" "139" "141" "148" "161" "162" "171" "175" "183" "186"
## [37] "196" "198" "211" "225" "228" "230" "232" "235" "236" "240" "244" "246"
## [49] "249" "252" "265" "274" "278" "288" "294" "295" "311" "314" "316" "326"
## [61] "327" "330" "332" "343" "351" "352" "356" "358" "362" "364"
## 
## 📊Summary after  1 tests for 950 columns
## PE_true mean:  1000.739 
## PE_real_sigma mean:  757.6454 
## PE_estimated_sigma mean:  1311.562 
## PE_CV mean:  4997.404